This document was created to analyze NCRMP BMU data

1 Load and clean data

1.0.1 Set aesthetics

1.0.2 Create plot wrappers

1.0.3 Define data import paths

1.0.4 Create functions for importing data

1.0.5 Read and bind raw data

1.0.6 Fix inconsistencies in the raw data

## # A tibble: 3 × 1
##   species
##   <chr>  
## 1 iso    
## 2 ofav   
## 3 plob

1.0.7 Create BAR Loc fields

1.0.8 Fix depth issues

## $in_barData_pacific_but_not_in_csv
## character(0)
## 
## $in_csv_but_not_in_barData_pacific
## character(0)
## $in_barData_atlantic_but_not_in_csv
## [1] "keys-mki1" "keys-mki2" "keys-mko1" "keys-mko2" "keys-uki2" "keys-uki3"
## [7] "keys-uko1" "keys-uko3"
## 
## $in_csv_but_not_in_barData_atlantic
## [1] "keys-lki" "keys-lko" "keys-mki" "keys-mko" "keys-uki" "keys-uko"

1.0.9 Add in skeletal source info

## Non-missing skeletalSource: 809
## # A tibble: 108 × 1
##    tagNum
##     <dbl>
##  1   2178
##  2   2179
##  3   2180
##  4   2181
##  5   2182
##  6   2183
##  7   2184
##  8   6455
##  9   6501
## 10   6502
## 11   6503
## 12   6504
## 13   6505
## 14   6506
## 15   6507
## 16   6508
## 17   6509
## 18   6510
## 19   6511
## 20   6512
## # ℹ 88 more rows

1.0.10 Calculate BAR rates

1.0.11 Graph response distributions, remove bar outliers over 3sd

Values Outside ±3 SD (by variable)
Bar tag deltaMass_mgcm2y deltaMass_kgm2y deltaVolume_mm3cm2y deltaDensity_mgcm3cm2y macroboring_mm3cm2y accretion_mm3cm2y grazing_mm3cm2y
1015       NA -24.8938777859082    
1036 -245.834828018896 -2.45834828018896 NA NA NA NA NA
1049 -200.023335509138 -2.00023335509138 NA NA NA NA NA
1056 -256.878625541125 -2.56878625541126 NA NA NA NA NA
1057 -211.419762529138 -2.11419762529138 NA NA NA NA NA
1062 -222.518185495734 -2.22518185495734 NA NA NA NA NA
1070 -203.688888888889 -2.03688888888889 NA NA NA NA NA
1071 -295.372461642599 -2.95372461642599 NA NA NA NA NA
1075 -252.639384920635 -2.52639384920635 NA NA NA NA NA
1077 -234.751094504831 -2.34751094504831 NA NA NA NA NA
1078       NA   100.401735636086  
1089 349.434480122324 3.49434480122324 323.694505156728 NA   325.552189818425  
1090       NA   104.784407358433  
1091 204.908263630731 2.04908263630731 179.12630353005 NA   211.158554923714  
1099 358.255125506704 3.58255125506704 185.217165931946 NA   186.773089969208  
1202             -111.780156371243
1307         -24.5193132628601    
1601 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1604 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1605 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1607 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1609 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1611 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1612 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1613 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1614 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1615 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1616 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1617 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1618 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1619 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1620 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1621         -28.9974082568807    
1635 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1637 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1638 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1639 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1640 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1652         -31.2095522826452    
1655         -35.0926548338369    
1661 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1662 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1663 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1664 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1665 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1668         -29.4517093515038    
1677         -29.4132597117794    
1681 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1682 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1683 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1684 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
1685 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
3209 298.84749589491 2.9884749589491 169.089583222154     170.407716692324  
3223       6.62596111353211      
3224       -3.83347528923408      
3230             -118.902026911429
3257         -30.0331134324082    
3261 178.62672604253 1.7862672604253 114.04805057132     115.12293336095  
3267             -118.057946004559
3272       -9.1543745044013      
3274       -6.79311600957022     -123.858158064836
3286         -40.20584745116    
3701         -26.3157627875794    
3761             -123.61576600303
3772         -46.4086290266996    
3773       -9.27418068209876      
4602 NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA NA, NA
4618 , NA , NA NA, NA NA, NA , NA , NA NA, NA
4621     NA NA -29.3366579893505   NA
4628 , NA , NA NA, NA NA, NA , NA , NA NA, NA
4680     NA NA -29.4798781158892   NA
4685 , NA , NA NA, NA NA, NA , NA , NA NA, NA
4881     NA NA -27.351762336159   NA
4896     NA NA -29.1832910299278   NA
4913       -4.47262853407638      
4915       -4.69132108660914      
4925     -148.685753672515   NA   NA
4926       8.28476761202485      
4927       7.75247275694444      
5000     NA NA -46.692709524293   NA
6422         -64.5657941863532    
6442             -137.108488703915
6443         -32.1697529503733    
6453             -137.944670965684
6540         -26.1374506049242    
6563         -42.9801620597015    
6585       -14.4566789097368      
## Bars to remove due to ±3 SD outliers: 87

1.0.12 Graph deployment duration

1.0.13 Clean data

Remove data that is 1. Not successfully recovered 2. Not plob or mcav 3. Tag 1022 4. Data from Maug seep 5. Grazing data that is positive 6. Deployed for more than 6 years or less than 2 years 7. Depth is less than 10m

1.0.14 Remove vars with low replication

## ### Values masked (set to NA) where loc3 has < 3 non-NA measurements (per variable)
var n_locs_total n_locs_below_min
deltaMass_mgcm2y 65 6
deltaMass_kgm2y 65 6
deltaVolume_mm3cm2y 65 15
deltaDensity_mgcm3cm2y 65 21
macroboring_mm3cm2y 65 6
accretion_mm3cm2y 65 6
grazing_mm3cm2y 65 15

1.0.15 Remove rows that have NA’s for all vars

1.0.16 Check binds across datasets

loc1 Comparison: BAR vs PARROT vs ENV
loc1 in_BAR in_PARROT in_ENV match_status
caribbean TRUE TRUE TRUE MATCH
florida TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
marianas TRUE TRUE TRUE MATCH
middleHawaiianIslands TRUE TRUE TRUE MATCH
northwestHawaiianIslands TRUE TRUE TRUE MATCH
pacificRemoteIslandArea TRUE TRUE TRUE MATCH
samoa TRUE TRUE TRUE MATCH
loc2 Comparison: BAR vs PARROT vs ENV
loc2 in_BAR in_PARROT in_ENV match_status
dryTortugas TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
frenchFrigateShoals FALSE TRUE TRUE PARROT & ENV only
guam TRUE TRUE TRUE MATCH
hawaii TRUE TRUE TRUE MATCH
jarvis TRUE TRUE TRUE MATCH
keys TRUE TRUE TRUE MATCH
maug TRUE TRUE TRUE MATCH
oahu TRUE TRUE TRUE MATCH
ofu TRUE TRUE TRUE MATCH
pagan TRUE TRUE TRUE MATCH
palmyra TRUE TRUE TRUE MATCH
pearlHermes TRUE TRUE TRUE MATCH
puertoRico TRUE TRUE TRUE MATCH
saintCroix TRUE TRUE TRUE MATCH
saintJohn TRUE TRUE TRUE MATCH
saintThomas TRUE TRUE TRUE MATCH
saipan TRUE TRUE TRUE MATCH
tau TRUE TRUE TRUE MATCH
tutuila TRUE TRUE TRUE MATCH
wake TRUE TRUE TRUE MATCH
loc3 Comparison: BAR vs PARROT vs ENV
loc3 in_BAR in_PARROT in_ENV match_status
dryTortugas-west TRUE TRUE TRUE MATCH
flowerGardenBanks-east TRUE TRUE TRUE MATCH
frenchFrigateShoals-east FALSE TRUE TRUE PARROT & ENV only
frenchFrigateShoals-north FALSE TRUE TRUE PARROT & ENV only
frenchFrigateShoals-south FALSE TRUE TRUE PARROT & ENV only
frenchFrigateShoals-west FALSE TRUE TRUE PARROT & ENV only
guam-east TRUE TRUE TRUE MATCH
guam-north TRUE TRUE TRUE MATCH
guam-south TRUE TRUE TRUE MATCH
guam-west TRUE TRUE TRUE MATCH
hawaii-east FALSE TRUE TRUE PARROT & ENV only
hawaii-north TRUE TRUE TRUE MATCH
hawaii-south FALSE TRUE TRUE PARROT & ENV only
hawaii-west TRUE TRUE TRUE MATCH
jarvis-east FALSE TRUE FALSE ONLY in PARROT
jarvis-south TRUE TRUE TRUE MATCH
jarvis-west TRUE TRUE TRUE MATCH
keys-lki FALSE TRUE TRUE PARROT & ENV only
keys-lko FALSE TRUE TRUE PARROT & ENV only
keys-mki FALSE TRUE TRUE PARROT & ENV only
keys-mko FALSE TRUE TRUE PARROT & ENV only
keys-uki FALSE TRUE TRUE PARROT & ENV only
keys-uko FALSE TRUE FALSE ONLY in PARROT
keys-uko1 TRUE FALSE TRUE BAR & ENV only
keys-uko3 TRUE FALSE TRUE BAR & ENV only
maug-east TRUE TRUE TRUE MATCH
maug-innerHCO2 FALSE TRUE TRUE PARROT & ENV only
maug-innerMCO2 FALSE TRUE TRUE PARROT & ENV only
maug-north TRUE TRUE TRUE MATCH
maug-south TRUE TRUE TRUE MATCH
maug-west TRUE TRUE TRUE MATCH
oahu-east TRUE TRUE TRUE MATCH
oahu-north TRUE TRUE FALSE BAR & PARROT only
oahu-south TRUE TRUE TRUE MATCH
oahu-southeast FALSE TRUE TRUE PARROT & ENV only
oahu-southwest FALSE TRUE TRUE PARROT & ENV only
oahu-west TRUE TRUE TRUE MATCH
ofu-north TRUE TRUE TRUE MATCH
ofu-south TRUE TRUE TRUE MATCH
pagan-east TRUE TRUE TRUE MATCH
pagan-north TRUE TRUE TRUE MATCH
pagan-south TRUE TRUE TRUE MATCH
pagan-west TRUE TRUE TRUE MATCH
palmyra-east TRUE TRUE TRUE MATCH
palmyra-north TRUE TRUE TRUE MATCH
palmyra-west TRUE TRUE TRUE MATCH
pearlHermes-east FALSE TRUE TRUE PARROT & ENV only
pearlHermes-north FALSE TRUE TRUE PARROT & ENV only
pearlHermes-south TRUE TRUE TRUE MATCH
pearlHermes-west TRUE TRUE FALSE BAR & PARROT only
puertoRico-east TRUE TRUE TRUE MATCH
puertoRico-north TRUE TRUE TRUE MATCH
puertoRico-northeast TRUE TRUE TRUE MATCH
puertoRico-south TRUE TRUE TRUE MATCH
puertoRico-southwest FALSE FALSE TRUE ONLY in ENV
puertoRico-west TRUE TRUE TRUE MATCH
saintCroix-east TRUE TRUE TRUE MATCH
saintCroix-north TRUE TRUE TRUE MATCH
saintCroix-south TRUE TRUE TRUE MATCH
saintCroix-west TRUE TRUE TRUE MATCH
saintJohn-east FALSE TRUE TRUE PARROT & ENV only
saintJohn-north TRUE TRUE TRUE MATCH
saintJohn-south TRUE TRUE TRUE MATCH
saintJohn-west TRUE TRUE TRUE MATCH
saintThomas-north TRUE TRUE TRUE MATCH
saintThomas-south TRUE TRUE TRUE MATCH
saintThomas-west TRUE TRUE TRUE MATCH
saipan-east TRUE TRUE TRUE MATCH
saipan-north FALSE TRUE TRUE PARROT & ENV only
saipan-northwest TRUE TRUE TRUE MATCH
saipan-south TRUE TRUE TRUE MATCH
saipan-west TRUE TRUE TRUE MATCH
tau-north TRUE TRUE TRUE MATCH
tau-west TRUE TRUE TRUE MATCH
tutuila-east TRUE TRUE TRUE MATCH
tutuila-north TRUE TRUE TRUE MATCH
tutuila-south TRUE TRUE TRUE MATCH
tutuila-west TRUE TRUE TRUE MATCH
wake-east FALSE TRUE TRUE PARROT & ENV only
wake-north TRUE TRUE TRUE MATCH
wake-south TRUE TRUE TRUE MATCH
wake-west TRUE TRUE TRUE MATCH

1.0.17 Removes Env and Parrot data if parrot and env only, or only in env

## Removing loc3 missing from BAR: 21

1.0.18 Check binds across datasets again after removal

loc1 Comparison: BAR vs PARROT vs ENV
loc1 in_BAR in_PARROT in_ENV match_status
caribbean TRUE TRUE TRUE MATCH
florida TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
marianas TRUE TRUE TRUE MATCH
middleHawaiianIslands TRUE TRUE TRUE MATCH
northwestHawaiianIslands TRUE TRUE TRUE MATCH
pacificRemoteIslandArea TRUE TRUE TRUE MATCH
samoa TRUE TRUE TRUE MATCH
loc2 Comparison: BAR vs PARROT vs ENV
loc2 in_BAR in_PARROT in_ENV match_status
dryTortugas TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
guam TRUE TRUE TRUE MATCH
hawaii TRUE TRUE TRUE MATCH
jarvis TRUE TRUE TRUE MATCH
keys TRUE TRUE TRUE MATCH
maug TRUE TRUE TRUE MATCH
oahu TRUE TRUE TRUE MATCH
ofu TRUE TRUE TRUE MATCH
pagan TRUE TRUE TRUE MATCH
palmyra TRUE TRUE TRUE MATCH
pearlHermes TRUE TRUE TRUE MATCH
puertoRico TRUE TRUE TRUE MATCH
saintCroix TRUE TRUE TRUE MATCH
saintJohn TRUE TRUE TRUE MATCH
saintThomas TRUE TRUE TRUE MATCH
saipan TRUE TRUE TRUE MATCH
tau TRUE TRUE TRUE MATCH
tutuila TRUE TRUE TRUE MATCH
wake TRUE TRUE TRUE MATCH
loc3 Comparison: BAR vs PARROT vs ENV
loc3 in_BAR in_PARROT in_ENV match_status
dryTortugas-west TRUE TRUE TRUE MATCH
flowerGardenBanks-east TRUE TRUE TRUE MATCH
guam-east TRUE TRUE TRUE MATCH
guam-north TRUE TRUE TRUE MATCH
guam-south TRUE TRUE TRUE MATCH
guam-west TRUE TRUE TRUE MATCH
hawaii-north TRUE TRUE TRUE MATCH
hawaii-west TRUE TRUE TRUE MATCH
jarvis-east FALSE TRUE FALSE ONLY in PARROT
jarvis-south TRUE TRUE TRUE MATCH
jarvis-west TRUE TRUE TRUE MATCH
keys-uko FALSE TRUE FALSE ONLY in PARROT
keys-uko1 TRUE FALSE TRUE BAR & ENV only
keys-uko3 TRUE FALSE TRUE BAR & ENV only
maug-east TRUE TRUE TRUE MATCH
maug-north TRUE TRUE TRUE MATCH
maug-south TRUE TRUE TRUE MATCH
maug-west TRUE TRUE TRUE MATCH
oahu-east TRUE TRUE TRUE MATCH
oahu-north TRUE TRUE FALSE BAR & PARROT only
oahu-south TRUE TRUE TRUE MATCH
oahu-west TRUE TRUE TRUE MATCH
ofu-north TRUE TRUE TRUE MATCH
ofu-south TRUE TRUE TRUE MATCH
pagan-east TRUE TRUE TRUE MATCH
pagan-north TRUE TRUE TRUE MATCH
pagan-south TRUE TRUE TRUE MATCH
pagan-west TRUE TRUE TRUE MATCH
palmyra-east TRUE TRUE TRUE MATCH
palmyra-north TRUE TRUE TRUE MATCH
palmyra-west TRUE TRUE TRUE MATCH
pearlHermes-south TRUE TRUE TRUE MATCH
pearlHermes-west TRUE TRUE FALSE BAR & PARROT only
puertoRico-east TRUE TRUE TRUE MATCH
puertoRico-north TRUE TRUE TRUE MATCH
puertoRico-northeast TRUE TRUE TRUE MATCH
puertoRico-south TRUE TRUE TRUE MATCH
puertoRico-west TRUE TRUE TRUE MATCH
saintCroix-east TRUE TRUE TRUE MATCH
saintCroix-north TRUE TRUE TRUE MATCH
saintCroix-south TRUE TRUE TRUE MATCH
saintCroix-west TRUE TRUE TRUE MATCH
saintJohn-north TRUE TRUE TRUE MATCH
saintJohn-south TRUE TRUE TRUE MATCH
saintJohn-west TRUE TRUE TRUE MATCH
saintThomas-north TRUE TRUE TRUE MATCH
saintThomas-south TRUE TRUE TRUE MATCH
saintThomas-west TRUE TRUE TRUE MATCH
saipan-east TRUE TRUE TRUE MATCH
saipan-northwest TRUE TRUE TRUE MATCH
saipan-south TRUE TRUE TRUE MATCH
saipan-west TRUE TRUE TRUE MATCH
tau-north TRUE TRUE TRUE MATCH
tau-west TRUE TRUE TRUE MATCH
tutuila-east TRUE TRUE TRUE MATCH
tutuila-north TRUE TRUE TRUE MATCH
tutuila-south TRUE TRUE TRUE MATCH
tutuila-west TRUE TRUE TRUE MATCH
wake-north TRUE TRUE TRUE MATCH
wake-south TRUE TRUE TRUE MATCH
wake-west TRUE TRUE TRUE MATCH

1.0.19 Count numbers of replicates of each variable by loc2 and loc3

Non-missing counts by loc2 (per variable)
loc2 n_rows deltaMass_mgcm2y deltaMass_kgm2y deltaVolume_mm3cm2y deltaDensity_mgcm3cm2y macroboring_mm3cm2y accretion_mm3cm2y grazing_mm3cm2y
saintCroix 59 59 59 59 54 59 59 59
maug 37 37 37 37 26 37 37 37
keys 34 34 34 34 34 34 34 34
pagan 32 32 32 31 17 32 32 31
oahu 24 24 24 24 24 24 24 24
puertoRico 23 23 23 13 13 23 23 13
saipan 23 23 23 23 8 23 23 23
guam 21 21 21 21 13 21 21 21
hawaii 21 21 21 21 21 21 21 21
tutuila 19 19 19 19 19 19 19 19
dryTortugas 18 18 18 18 18 18 18 18
pearlHermes 18 18 18 18 18 18 18 18
saintThomas 13 13 13 0 0 13 13 0
flowerGardenBanks 12 12 12 12 12 10 12 10
saintJohn 12 12 12 0 0 12 12 0
palmyra 11 11 11 10 10 11 11 10
wake 10 10 10 10 0 10 10 10
tau 8 8 8 7 7 8 8 7
ofu 7 7 7 7 7 7 7 7
jarvis 6 6 6 3 3 6 6 3
TOTAL 408 408 408 367 304 406 408 365
Non-missing counts by loc3 (per variable)
loc3 n_rows deltaMass_mgcm2y deltaMass_kgm2y deltaVolume_mm3cm2y deltaDensity_mgcm3cm2y macroboring_mm3cm2y accretion_mm3cm2y grazing_mm3cm2y
saintCroix-north 19 19 19 19 14 19 19 19
dryTortugas-west 18 18 18 18 18 18 18 18
keys-uko1 18 18 18 18 18 18 18 18
keys-uko3 16 16 16 16 16 16 16 16
maug-south 15 15 15 15 15 15 15 15
saintCroix-west 15 15 15 15 15 15 15 15
saintCroix-east 14 14 14 14 14 14 14 14
hawaii-north 13 13 13 13 13 13 13 13
flowerGardenBanks-east 12 12 12 12 12 10 12 10
saintCroix-south 11 11 11 11 11 11 11 11
pagan-south 10 10 10 10 5 10 10 10
pagan-west 10 10 10 10 5 10 10 10
maug-north 9 9 9 9 5 9 9 9
pearlHermes-south 9 9 9 9 9 9 9 9
pearlHermes-west 9 9 9 9 9 9 9 9
guam-south 8 8 8 8 5 8 8 8
hawaii-west 8 8 8 8 8 8 8 8
maug-west 8 8 8 8 3 8 8 8
oahu-east 8 8 8 8 8 8 8 8
pagan-north 8 8 8 7 3 8 8 7
saipan-east 8 8 8 8 5 8 8 8
oahu-south 7 7 7 7 7 7 7 7
guam-east 6 6 6 6 4 6 6 6
oahu-west 6 6 6 6 6 6 6 6
saintThomas-south 6 6 6 0 0 6 6 0
saipan-south 6 6 6 6 0 6 6 6
saipan-west 6 6 6 6 0 6 6 6
maug-east 5 5 5 5 3 5 5 5
puertoRico-east 5 5 5 0 0 5 5 0
puertoRico-northeast 5 5 5 0 0 5 5 0
puertoRico-west 5 5 5 5 5 5 5 5
saintJohn-south 5 5 5 0 0 5 5 0
tutuila-east 5 5 5 5 5 5 5 5
tutuila-south 5 5 5 5 5 5 5 5
tutuila-west 5 5 5 5 5 5 5 5
guam-north 4 4 4 4 4 4 4 4
ofu-north 4 4 4 4 4 4 4 4
pagan-east 4 4 4 4 4 4 4 4
palmyra-east 4 4 4 3 3 4 4 3
palmyra-north 4 4 4 4 4 4 4 4
puertoRico-north 4 4 4 4 4 4 4 4
puertoRico-south 4 4 4 4 4 4 4 4
saintJohn-north 4 4 4 0 0 4 4 0
saintThomas-north 4 4 4 0 0 4 4 0
tau-north 4 4 4 3 3 4 4 3
tau-west 4 4 4 4 4 4 4 4
tutuila-north 4 4 4 4 4 4 4 4
wake-north 4 4 4 4 0 4 4 4
guam-west 3 3 3 3 0 3 3 3
jarvis-south 3 3 3 0 0 3 3 0
jarvis-west 3 3 3 3 3 3 3 3
oahu-north 3 3 3 3 3 3 3 3
ofu-south 3 3 3 3 3 3 3 3
palmyra-west 3 3 3 3 3 3 3 3
saintJohn-west 3 3 3 0 0 3 3 0
saintThomas-west 3 3 3 0 0 3 3 0
saipan-northwest 3 3 3 3 3 3 3 3
wake-south 3 3 3 3 0 3 3 3
wake-west 3 3 3 3 0 3 3 3
TOTAL 408 408 408 367 304 406 408 365

2 Data exploration

2.1 General

2.1.1 Map of BAR, parrot surveys, and environmental sites

2.1.2 Timeline of BAR data, parrot surveys, and environmental data

2.2 BAR data

2.2.1 Summary of locations and durations

Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
caribbean, flowerGardenBanks, florida, marianas, middleHawaiianIslands, pacificRemoteIslandArea, samoa, northwestHawaiianIslands

Within these larger regions are 20 sublevels (loc2) that are generally inclusive of an island including:
saintCroix, saintThomas, flowerGardenBanks, dryTortugas, keys, puertoRico, saintJohn, guam, hawaii, jarvis, maug, oahu, ofu, pagan, palmyra, pearlHermes, saipan, tau, tutuila, wake

Most islands or loc2 level includes multiple sites (loc3) within it, totaling 59 loc3 levels across both basins

Deployment dates ranged from 2014-03-25 to 2021-06-26 and recovery dates ranged from 2017-04-19 to 2024-08-24. The deployment duration ranged from 993 to 1950 days and was on 1381.5882353 days.

2.2.2 Calculation of stats for bar alteration by loc2

location
duration
depth
deltaMass_mgcm2yr
deltaMass_kgm2y
deltaVolume
deltaDensity
macroboring
accretion
grazing
basin loc1 loc2 loc1.2 maxDays minDays n maxDepth minDepth meanDepth meanDeltaMass_mgcm2y countDeltaMass_mgcm2y sdDeltaMass_mgcm2y seDeltaMass_mgcm2y meanDeltaMass_kgm2y countDeltaMass_kgm2y sdDeltaMass_kgm2y seDeltaMass_kgm2y meanDeltaVolume countDeltaVolume sdDeltaVolume seDeltaVolume meanDeltaDensity countDeltaDensity sdDeltaDensity seDeltaDensity meanMacroboring countMacroboring sdMacroboring seMacroboring meanAccretion countAccretion sdAccretion seAccretion meanGrazing countGrazing sdGrazing seGrazing
atlantic caribbean puertoRico caribbean.puertoRico 1798 1573 23 16.1 13.0 14.91304 -13.448923 23 29.502368 6.151669 -0.1344892 23 0.2950237 0.0615167 -10.782447 13 14.159847 3.927235 1.1061227 13 0.5320711 0.1475700 -6.3528859 23 5.3297098 1.1113213 9.161337 23 6.827225 1.4235749 -12.985787 13 13.509256 3.7467936
atlantic caribbean saintCroix caribbean.saintCroix 1441 1090 59 17.0 14.6 16.24915 -9.148334 59 28.583683 3.721279 -0.0914833 59 0.2858368 0.0372128 -17.442065 59 24.135804 3.142214 0.9913609 54 0.8232730 0.1120333 -3.8274967 59 3.3519761 0.4363901 11.744134 59 7.247331 0.9435221 -25.358702 59 19.735835 2.5693868
atlantic caribbean saintJohn caribbean.saintJohn 1686 1632 12 16.7 15.2 15.92500 -29.024773 12 35.636340 10.287325 -0.2902477 12 0.3563634 0.1028733 NaN 0 NA NA NaN 0 NA NA -7.1319396 12 3.9029046 1.1266715 7.859276 12 5.789273 1.6712191 NaN 0 NA NA
atlantic caribbean saintThomas caribbean.saintThomas 1950 1142 13 16.7 15.5 16.05385 -32.971049 13 35.340282 9.801631 -0.3297105 13 0.3534028 0.0980163 NaN 0 NA NA NaN 0 NA NA -4.0740055 13 3.2882413 0.9119941 5.873674 13 3.218848 0.8927478 NaN 0 NA NA
atlantic florida dryTortugas florida.dryTortugas 1093 1043 18 15.2 15.2 15.20000 -16.804326 18 29.778896 7.018953 -0.1680433 18 0.2977890 0.0701895 -22.812553 18 24.159547 5.694460 0.5576937 18 1.7098776 0.4030220 -6.6204479 18 6.8886331 1.6236664 8.462564 18 4.491876 1.0587453 -24.654668 18 20.901698 4.9265774
atlantic florida keys florida.keys 1357 1100 34 15.0 13.0 14.41176 10.540157 34 22.820736 3.913724 0.1054016 34 0.2282074 0.0391372 -5.819019 34 18.929274 3.246344 1.2635575 34 0.5915895 0.1014568 -2.5727154 34 2.1118094 0.3621723 21.188737 34 9.190086 1.5760867 -24.435041 34 18.998463 3.2582095
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 1463 1220 12 20.7 20.7 20.70000 -72.298636 12 36.395673 10.506526 -0.7229864 12 0.3639567 0.1050653 -63.174703 12 25.518208 7.366472 1.6656771 12 2.0959348 0.6050442 -0.8068248 10 1.2321116 0.3896279 7.095744 12 5.497690 1.5870465 -64.549822 10 22.081816 6.9828832
pacific marianas guam marianas.guam 1813 1085 21 16.5 13.7 14.92857 -18.707283 21 57.737344 12.599322 -0.1870728 21 0.5773734 0.1259932 -22.064378 21 44.106267 9.624776 1.4989461 13 0.7874475 0.2183986 -1.4861805 21 2.2322344 0.4871135 16.527947 21 17.437930 3.8052682 -37.106145 21 33.036364 7.2091257
pacific marianas maug marianas.maug 1840 1133 37 16.2 10.4 13.06486 -20.329619 37 43.155854 7.094779 -0.2032962 37 0.4315585 0.0709478 -26.317644 37 37.678857 6.194366 1.0373989 26 0.4025262 0.0789419 -0.8864777 37 0.6903796 0.1134977 11.564079 37 13.009806 2.1387989 -36.995245 37 27.985374 4.6007672
pacific marianas pagan marianas.pagan 1879 1136 32 17.4 14.6 15.86875 -3.290765 32 33.784461 5.972305 -0.0329076 32 0.3378446 0.0597231 -10.089571 31 29.580337 5.312785 1.0495521 17 0.5617518 0.1362448 -2.9544263 32 4.6997275 0.8308023 15.812411 32 15.068079 2.6636853 -23.239508 31 18.888503 3.3924753
pacific marianas saipan marianas.saipan 1800 1127 23 17.4 12.5 15.36522 -50.308038 23 47.257391 9.853847 -0.5030804 23 0.4725739 0.0985385 -47.155204 23 36.709960 7.654556 1.5421262 8 0.6305356 0.2229280 -0.8146666 23 1.0867265 0.2265981 8.871897 23 9.435812 1.9675029 -55.212434 23 29.782467 6.2100737
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 1818 1064 21 14.3 13.7 14.07143 -18.872941 21 28.483093 6.215520 -0.1887294 21 0.2848309 0.0621552 -19.061123 21 22.776074 4.970147 1.2084105 21 0.6451226 0.1407773 -5.7729464 21 7.2448232 1.5809500 9.399808 21 5.576143 1.2168141 -22.687984 21 19.003771 4.1469628
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 1849 993 24 14.6 12.2 13.12500 -26.317597 24 37.402414 7.634736 -0.2631760 24 0.3740241 0.0763474 -23.561269 24 29.599674 6.042008 1.0863930 24 1.0448180 0.2132726 -4.6085134 24 5.3117772 1.0842620 12.310805 24 14.594271 2.9790430 -31.263560 24 24.603731 5.0222156
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 1870 1088 18 13.7 13.7 13.70000 -4.590498 18 8.488513 2.000762 -0.0459050 18 0.0848851 0.0200076 -7.711617 18 5.267356 1.241528 1.0012966 18 0.1901713 0.0448238 -0.7394912 18 1.8347163 0.4324468 5.115749 18 2.295003 0.5409374 -12.087875 18 5.082518 1.1979610
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 1210 1205 6 14.9 14.6 14.75000 -47.427541 6 33.963475 13.865531 -0.4742754 6 0.3396347 0.1386553 -47.319912 3 16.887102 9.749773 0.2872554 3 1.3118399 0.7573911 -2.0451382 6 0.5520917 0.2253905 6.393567 6 5.071751 2.0705338 -47.829699 3 14.509599 8.3771211
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 1207 1202 11 14.9 13.4 14.24545 -49.808010 11 59.341665 17.892185 -0.4980801 11 0.5934167 0.1789219 -40.143502 10 45.318649 14.331015 0.6662410 10 0.8372087 0.2647486 -0.3924558 11 1.0214884 0.3079903 11.670531 11 18.136079 5.4682336 -51.846544 10 30.592630 9.6742389
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 1099 1063 10 15.2 13.4 13.94000 -81.367707 10 49.240408 15.571184 -0.8136771 10 0.4924041 0.1557118 -58.140210 10 36.194231 11.445621 NaN 0 NA NA -0.7715009 10 1.0972455 0.3469795 9.666773 10 10.433012 3.2992082 -67.035482 10 29.317802 9.2711029
pacific samoa ofu samoa.ofu 1214 1199 7 14.6 14.6 14.60000 6.382131 7 48.624755 18.378430 0.0638213 7 0.4862476 0.1837843 4.680463 7 29.713490 11.230643 -0.5377108 7 0.8564338 0.3237016 -5.9346301 7 6.8481269 2.5883487 25.146469 7 17.989797 6.7995043 -14.531377 7 11.833437 4.4726189
pacific samoa tau samoa.tau 1215 1206 8 14.9 14.3 14.60000 41.568708 8 34.003000 12.021876 0.4156871 8 0.3400300 0.1202188 34.590746 7 24.903534 9.412651 0.0392026 7 1.5035917 0.5683042 -2.6640838 8 3.6276438 1.2825658 35.972513 8 25.555297 9.0351617 -2.695202 7 2.514619 0.9504369
pacific samoa tutuila samoa.tutuila 1223 1216 19 15.8 13.7 14.60000 15.614836 19 51.926517 11.912760 0.1561484 19 0.5192652 0.1191276 3.532612 19 36.708065 8.421408 -0.5591948 19 1.3716151 0.3146701 -3.1631227 19 2.9894899 0.6858360 27.086085 19 24.543633 5.6306956 -20.390350 19 20.572391 4.7196301

2.2.3 Calculation of stats for bar alteration by loc3

location
duration
depth
deltaMass_mgcm2yr
deltaMass_kgm2y
deltaVolume
deltaDensity
macroboring
accretion
grazing
basin loc1 loc2 loc1.2 loc3 latitude longitude maxDays minDays maxDepth minDepth meanDepth meanDeltaMass_mgcm2y countDeltaMass_mgcm2y sdDeltaMass_mgcm2y seDeltaMass_mgcm2y meanDeltaMass_kgm2y countDeltaMass_kgm2y sdDeltaMass_kgm2y seDeltaMass_kgm2y meanDeltaVolume countDeltaVolume sdDeltaVolume seDeltaVolume meanDeltaDensity countDeltaDensity sdDeltaDensity seDeltaDensity meanMacroboring countMacroboring sdMacroboring seMacroboring meanAccretion countAccretion sdAccretion seAccretion meanGrazing countGrazing sdGrazing seGrazing
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-north 18.48227 -66.72124 1798 1798 16.0 16.0 16.00000 -7.0448502 4 23.336184 11.668092 -0.0704485 4 0.2333618 0.1166809 -8.440490 4 19.6315196 9.8157598 1.3317820 4 0.7229541 0.3614770 -3.9018501 4 3.0752150 1.5376075 15.578869 4 5.0675999 2.5337999 -20.117508 4 17.3952731 8.6976366
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 17.91047 -66.23161 1620 1620 13.0 13.0 13.00000 4.7615226 4 26.450116 13.225058 0.0476152 4 0.2645012 0.1322506 -4.574800 4 3.5066158 1.7533079 0.7379584 4 0.4972624 0.2486312 -8.6998608 4 7.0490446 3.5245223 8.057423 4 5.1119806 2.5559903 -3.932362 4 3.3974148 1.6987074
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 18.34435 -67.26923 1573 1573 15.0 15.0 15.00000 -14.7017112 5 17.557767 7.852072 -0.1470171 5 0.1755777 0.0785207 -17.622130 5 14.1681993 6.3362113 1.2201267 5 0.2629378 0.1175894 -7.2682058 5 7.2802438 3.2558240 4.169227 5 2.3514641 1.0516067 -14.523151 5 13.2708801 5.9349180
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 17.82805 -64.46711 1095 1090 16.4 16.4 16.40000 -23.1059383 14 37.029053 9.896431 -0.2310594 14 0.3702905 0.0989643 -28.569328 14 28.8116321 7.7002326 1.0226113 14 0.8538956 0.2282132 -5.8291833 14 4.7386006 1.2664443 12.821039 14 9.8615959 2.6356224 -35.561184 14 20.3649193 5.4427536
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 17.78532 -64.75953 1441 1090 16.5 16.5 16.50000 4.7993866 19 19.064954 4.373800 0.0479939 19 0.1906495 0.0437380 -5.603991 19 16.0466976 3.6813649 1.0503442 14 0.7944684 0.2123306 -2.9986200 19 2.0204178 0.4635156 13.819303 19 5.3413989 1.2254009 -16.424673 19 14.1819368 3.2535595
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 17.70121 -64.64793 1094 1092 14.6 14.6 14.60000 1.0137713 11 16.027510 4.832476 0.0101377 11 0.1602751 0.0483248 -7.989080 11 12.5686879 3.7896020 0.8039674 11 0.9317554 0.2809348 -5.1056032 11 2.5064009 0.7557083 12.046737 11 8.9761409 2.7064083 -14.930214 11 6.4734580 1.9518210
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 17.73380 -64.89639 1095 1091 17.0 17.0 17.00000 -21.2405598 15 27.643599 7.137547 -0.2124056 15 0.2764360 0.0713755 -28.983701 15 25.9172948 6.6918167 1.0445646 15 0.8046882 0.2077696 -2.0718884 15 2.5371390 0.6550865 7.888567 15 3.1714264 0.8188588 -34.800379 15 23.3805338 6.0368279
atlantic florida dryTortugas florida.dryTortugas dryTortugas-west 24.61123 -82.87045 1093 1043 15.2 15.2 15.20000 -16.8043263 18 29.778896 7.018953 -0.1680433 18 0.2977890 0.0701895 -22.812553 18 24.1595472 5.6944599 0.5576937 18 1.7098776 0.4030220 -6.6204479 18 6.8886331 1.6236664 8.462564 18 4.4918758 1.0587453 -24.654668 18 20.9016978 4.9265774
atlantic florida keys florida.keys keys-uko1 24.90250 -80.53104 1357 1100 15.0 14.0 14.55556 13.5919362 18 23.366318 5.507494 0.1359194 18 0.2336632 0.0550749 -8.769175 18 20.6437376 4.8657756 1.4816143 18 0.6639830 0.1565023 -2.3789067 18 2.1014302 0.4953118 23.819134 18 10.8629601 2.5604242 -30.209403 18 21.8323999 5.1459460
atlantic florida keys florida.keys keys-uko3 24.88266 -80.56088 1357 1100 15.0 13.0 14.25000 7.1069043 16 22.432061 5.608015 0.0710690 16 0.2243206 0.0560802 -2.500092 16 16.8261349 4.2065337 1.0182436 16 0.3860647 0.0965162 -2.7907501 16 2.1704453 0.5426113 18.229541 16 5.8673434 1.4668358 -17.938883 16 12.9937948 3.2484487
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 27.90740 -93.59925 1463 1220 20.7 20.7 20.70000 -72.2736476 10 38.913584 12.305556 -0.7227365 10 0.3891358 0.1230556 -59.674049 10 25.8401142 8.1713616 1.6500681 10 2.1329018 0.6744828 -0.8068248 10 1.2321116 0.3896279 5.682598 10 4.6780504 1.4793294 -64.549822 10 22.0818156 6.9828832
pacific marianas guam marianas.guam guam-east 13.47516 144.86485 1142 1125 16.5 16.5 16.50000 27.1339330 2 48.665671 34.411826 0.2713393 2 0.4866567 0.3441183 12.893270 2 37.8316958 26.7510486 NaN 0 NA NA -0.8479535 2 0.7654830 0.5412782 26.863276 2 25.7597201 18.2148728 -13.122052 2 12.8374586 9.0774540
pacific marianas guam marianas.guam guam-east 13.47520 144.86490 1813 1813 16.5 16.5 16.50000 -70.4792586 4 20.288512 10.144256 -0.7047926 4 0.2028851 0.1014426 -71.217191 4 17.9327266 8.9663633 2.0399147 4 1.0573948 0.5286974 -0.3558910 4 0.4812906 0.2406453 3.596908 4 2.5358753 1.2679376 -74.458207 4 18.2262741 9.1131370
pacific marianas guam marianas.guam guam-north 13.60334 144.92366 1805 1805 15.5 15.5 15.50000 -71.0492469 4 15.042432 7.521216 -0.7104925 4 0.1504243 0.0752122 -67.799431 4 15.4695544 7.7347772 1.4662845 4 0.7883273 0.3941636 -0.5875123 4 0.7003160 0.3501580 9.635808 4 14.8031493 7.4015746 -76.847727 4 8.1697841 4.0848920
pacific marianas guam marianas.guam guam-south 13.24126 144.70442 1105 1085 13.7 13.7 13.70000 28.0157487 3 106.738213 61.625336 0.2801575 3 1.0673821 0.6162534 34.867430 3 17.6320954 10.1798950 NaN 0 NA NA -3.3532452 3 3.5075926 2.0251095 44.562138 3 9.8460942 5.6846451 -6.341463 3 4.5180293 2.6084854
pacific marianas guam marianas.guam guam-south 13.24210 144.70448 1808 1808 13.7 13.7 13.70000 0.3694414 5 25.021571 11.189987 0.0036944 5 0.2502157 0.1118999 -9.932827 5 21.4831074 9.6075377 1.0923006 5 0.2348366 0.1050221 -2.7723494 5 3.1785080 1.4214720 12.459992 5 12.8100524 5.7288296 -19.620470 5 14.1824826 6.3425991
pacific marianas guam marianas.guam guam-west 13.52894 144.80037 1158 1158 14.3 14.3 14.30000 17.0574986 1 NA NA 0.1705750 1 NA NA 16.082366 1 NA NA NaN 0 NA NA -1.6645925 1 NA NA 29.682321 1 NA NA -11.935362 1 NA NA
pacific marianas guam marianas.guam guam-west 13.52896 144.80035 1804 1804 14.3 14.3 14.30000 8.0206255 2 11.834076 8.367956 0.0802063 2 0.1183408 0.0836796 -2.046253 2 11.5944417 8.1985084 NaN 0 NA NA -0.0770976 2 0.0046560 0.0032923 7.380390 2 6.1415355 4.3427214 -9.349546 2 5.4482502 3.8524947
pacific marianas maug marianas.maug maug-east 20.02033 145.23972 1135 1134 14.9 14.9 14.90000 40.1918176 2 6.430005 4.546700 0.4019182 2 0.0643001 0.0454670 23.985064 2 8.2986587 5.8680378 NaN 0 NA NA -0.3014926 2 0.0605871 0.0428416 34.532106 2 7.3140408 5.1718079 -10.245550 2 0.9240307 0.6533884
pacific marianas maug marianas.maug maug-east 20.02039 145.23978 1836 1836 14.9 14.9 14.90000 -23.2103796 3 24.998222 14.432730 -0.2321038 3 0.2499822 0.1443273 -26.989315 3 24.2526266 14.0022605 0.8849818 3 0.2518664 0.1454151 -0.4880338 3 0.1182241 0.0682567 10.176120 3 4.6235118 2.6693858 -36.677401 3 19.6886238 11.3672322
pacific marianas maug marianas.maug maug-north 20.03567 145.22470 1840 1840 13.7 13.7 13.70000 -1.0216033 5 52.665434 23.552698 -0.0102160 5 0.5266543 0.2355270 -21.938935 5 44.1228205 19.7323252 1.0480390 5 0.3553928 0.1589365 -1.2319872 5 1.1316483 0.5060885 19.101420 5 22.3361292 9.9890206 -39.808368 5 23.7981686 10.6428646
pacific marianas maug marianas.maug maug-north 20.03570 145.22467 1142 1134 13.7 13.7 13.70000 27.0876889 4 21.533794 10.766897 0.2708769 4 0.2153379 0.1076690 19.047394 4 16.1969676 8.0984838 NaN 0 NA NA -0.2972134 4 0.2504679 0.1252340 23.739410 4 15.0566542 7.5283271 -4.394802 4 2.8860401 1.4430201
pacific marianas maug marianas.maug maug-south 20.01398 145.22746 1834 1834 10.4 10.4 10.40000 -48.8662933 15 24.765080 6.394316 -0.4886629 15 0.2476508 0.0639432 -51.285991 15 20.6364180 5.3283002 1.0808220 15 0.3702678 0.0956027 -1.0204346 15 0.4367199 0.1127606 3.720129 15 3.6479024 0.9418843 -53.985685 15 18.6041521 4.8035714
pacific marianas maug marianas.maug maug-west 20.01312 145.20806 1143 1133 16.2 16.2 16.20000 7.1491879 5 10.676648 4.774742 0.0714919 5 0.1067665 0.0477474 6.486435 5 6.3260361 2.8290893 NaN 0 NA NA -1.2426009 5 0.9253216 0.4138164 13.516318 5 4.2616024 1.9058465 -5.787282 5 2.4513521 1.0962780
pacific marianas maug marianas.maug maug-west 20.01315 145.20806 1834 1834 16.2 16.2 16.20000 -56.3142304 3 55.429322 32.002134 -0.5631423 3 0.5542932 0.3200213 -56.797406 3 46.1443841 26.6414726 0.9549677 3 0.8307500 0.4796337 -0.6214252 3 0.8545637 0.4933826 4.810025 3 4.7746511 2.7566461 -60.986007 3 42.4838034 24.5280354
pacific marianas pagan marianas.pagan pagan-east 18.09609 145.76488 1845 1845 15.5 15.5 15.50000 -0.6742773 4 22.826693 11.413347 -0.0067428 4 0.2282669 0.1141335 -12.020022 4 20.2290726 10.1145363 1.0598820 4 0.3309195 0.1654598 -0.6596574 4 0.5849699 0.2924849 8.464982 4 4.0645605 2.0322802 -19.825346 4 15.8315274 7.9157637
pacific marianas pagan marianas.pagan pagan-north 18.16784 145.79495 1136 1136 14.6 14.6 14.60000 27.6969722 4 38.271617 19.135808 0.2769697 4 0.3827162 0.1913581 20.235398 4 26.6815175 13.3407587 NaN 0 NA NA -4.7043148 4 5.2354423 2.6177211 32.250587 4 25.5429298 12.7714649 -7.310874 4 2.5750427 1.2875213
pacific marianas pagan marianas.pagan pagan-north 18.16788 145.79494 1877 1877 14.6 14.6 14.60000 -47.8150972 3 40.277861 23.254434 -0.4781510 3 0.4027786 0.2325443 -46.185962 3 41.9931187 24.2447384 1.4264276 3 1.2872278 0.7431813 -1.1627069 3 1.0511933 0.6069067 9.748244 3 13.8317494 7.9857642 -54.771499 3 30.0582976 17.3541662
pacific marianas pagan marianas.pagan pagan-south 18.04561 145.70621 1874 1874 15.5 15.5 15.50000 -19.5635650 5 27.086639 12.113513 -0.1956357 5 0.2708664 0.1211351 -24.755307 5 19.1911314 8.5825349 1.0005038 5 0.4276031 0.1912299 -5.7245486 5 9.5722556 4.2808429 9.691950 5 1.4966702 0.6693313 -28.722709 5 17.9613820 8.0325742
pacific marianas pagan marianas.pagan pagan-south 18.04564 145.70623 1139 1139 15.5 15.5 15.50000 35.3418167 5 7.251957 3.243174 0.3534182 5 0.0725196 0.0324317 22.943035 5 4.4421486 1.9865892 NaN 0 NA NA -3.3797692 5 4.2839266 1.9158302 35.715639 5 6.6532130 2.9754073 -9.392835 5 2.9928915 1.3384618
pacific marianas pagan marianas.pagan pagan-west 18.12009 145.75469 1879 1879 17.4 17.4 17.40000 -27.1090363 5 12.787780 5.718869 -0.2710904 5 0.1278778 0.0571887 -33.703451 5 10.7456796 4.8056140 0.8642111 5 0.1273889 0.0569700 -2.1570720 5 2.1060660 0.9418613 3.892322 5 1.6536809 0.7395486 -35.438701 5 11.0350484 4.9350237
pacific marianas pagan marianas.pagan pagan-west 18.12014 145.75466 1150 1150 17.4 17.4 17.40000 -0.1748297 5 14.243106 6.369711 -0.0017483 5 0.1424311 0.0636971 -5.900341 5 9.1720227 4.1018532 NaN 0 NA NA -0.9022749 5 0.5481035 0.2451193 10.960762 5 3.0955328 1.3843644 -15.958828 5 6.0963724 2.7263806
pacific marianas saipan marianas.saipan saipan-east 15.25866 145.81569 1133 1130 16.5 16.5 16.50000 3.2893777 3 38.178292 22.042247 0.0328938 3 0.3817829 0.2204225 1.313373 3 19.8598991 11.4661181 NaN 0 NA NA -0.8143793 3 0.8213415 0.4742017 18.219868 3 12.6329713 7.2936494 -16.092116 3 8.4039434 4.8520190
pacific marianas saipan marianas.saipan saipan-east 15.25867 145.81567 1800 1800 16.5 16.5 16.50000 -17.3979954 5 40.021012 17.897941 -0.1739800 5 0.4002101 0.1789794 -28.005585 5 30.6591736 13.7111993 1.3784700 5 0.5469814 0.2446175 -1.1953159 5 1.0848985 0.4851814 10.489479 5 7.5518370 3.3772842 -37.299748 5 26.2912048 11.7577842
pacific marianas saipan marianas.saipan saipan-northwest 15.25719 145.76675 1770 1770 14.0 14.0 14.00000 -76.7513889 3 20.025048 11.561467 -0.7675139 3 0.2002505 0.1156147 -73.502268 3 16.3153717 9.4196842 1.8148867 3 0.7839515 0.4526146 -0.4822390 3 0.6507379 0.3757037 4.349443 3 4.0976818 2.3657977 -77.369472 3 17.2335576 9.9497991
pacific marianas saipan marianas.saipan saipan-south 15.09785 145.74337 1147 1138 17.4 17.4 17.40000 -68.1716151 4 46.084035 23.042017 -0.6817162 4 0.4608403 0.2304202 -46.865537 4 22.2996763 11.1498381 NaN 0 NA NA -0.1630069 4 0.2568698 0.1284349 5.234505 4 1.8899657 0.9449828 -51.937035 4 20.9362380 10.4681190
pacific marianas saipan marianas.saipan saipan-south 15.09788 145.74338 1767 1767 17.4 17.4 17.40000 -87.1380695 2 5.488940 3.881267 -0.8713807 2 0.0548894 0.0388127 -85.597396 2 0.0118054 0.0083477 NaN 0 NA NA -0.0161783 2 0.0117009 0.0082738 1.410464 2 0.0432517 0.0305836 -86.991681 2 0.0433561 0.0306574
pacific marianas saipan marianas.saipan saipan-west 15.15639 145.68976 1800 1800 12.5 12.5 12.50000 -76.4805961 2 20.485612 14.485515 -0.7648060 2 0.2048561 0.1448552 -75.650826 2 16.7347413 11.8332490 NaN 0 NA NA -0.2685015 2 0.1335809 0.0944560 3.633491 2 3.5876606 2.5368591 -79.015815 2 13.2806616 9.3908459
pacific marianas saipan marianas.saipan saipan-west 15.15645 145.68970 1127 1127 12.5 12.5 12.50000 -62.4462668 4 58.043103 29.021551 -0.6244627 4 0.5804310 0.2902155 -54.504123 4 48.4252508 24.2126254 NaN 0 NA NA -1.9123777 4 1.7715432 0.8857716 13.218091 4 15.5239818 7.7619909 -65.809835 4 32.7052022 16.3526011
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.24916 -155.89093 1064 1064 13.7 13.7 13.70000 -19.9394972 3 14.657149 8.462309 -0.1993950 3 0.1465715 0.0846231 -19.149841 3 10.5593086 6.0964197 1.4637735 3 0.1149613 0.0663729 -8.3216150 3 10.3770602 5.9911985 9.007350 3 1.5247407 0.8803095 -19.835576 3 0.8996813 0.5194312
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.26822 -155.86041 1818 1818 14.0 14.0 14.00000 -3.6643885 5 12.880188 5.760195 -0.0366439 5 0.1288019 0.0576020 -2.823530 5 5.4385723 2.4322035 0.4287411 5 0.4765314 0.2131113 -4.1701288 5 3.7974094 1.6982531 9.210758 5 3.1597692 1.4130918 -7.864160 5 2.8748459 1.2856702
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.26824 -155.86038 1064 1064 14.0 14.0 14.00000 -9.1913221 5 21.868581 9.779927 -0.0919132 5 0.2186858 0.0977993 -11.734307 5 12.7394455 5.6972532 1.6174486 5 0.4010625 0.1793606 -8.5244223 5 8.5508586 3.8240602 11.147431 5 5.3512919 2.3931705 -14.357316 5 6.7243351 3.0072141
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 19.24430 -155.90028 1762 1762 14.3 14.3 14.30000 -23.2423383 4 30.062748 15.031374 -0.2324234 4 0.3006275 0.1503137 -28.371310 4 25.4589141 12.7294570 1.0177296 4 0.2579861 0.1289930 -7.0323804 4 10.2607852 5.1303926 10.254211 4 7.1558914 3.5779457 -31.593141 4 15.8588453 7.9294227
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 19.24436 -155.90028 1064 1064 14.3 14.3 14.30000 -44.8163426 4 45.133270 22.566635 -0.4481634 4 0.4513327 0.2256664 -39.139907 4 36.0275696 18.0137848 1.6708584 4 0.7007958 0.3503979 -1.1661879 4 1.5234188 0.7617094 6.891530 4 9.4006726 4.7003363 -44.865249 4 28.8567924 14.4283962
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.47969 -157.78298 1768 1768 12.5 12.5 12.50000 21.2770433 3 41.419759 23.913709 0.2127704 3 0.4141976 0.2391371 14.440417 3 37.2820492 21.5248011 0.9031061 3 0.1483323 0.0856397 -1.4485503 3 1.6290696 0.9405438 39.676679 3 27.7382656 16.0146951 -23.787712 3 15.7711842 9.1054974
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.47971 -157.78301 1076 1076 12.5 12.5 12.50000 -37.4650790 5 47.785113 21.370152 -0.3746508 5 0.4778511 0.2137015 -39.518218 5 39.7820096 17.7910555 2.5368993 5 1.3169249 0.5889467 -0.3193481 5 0.0867816 0.0388099 13.268635 5 4.3529306 1.9466898 -52.467505 5 37.1426097 16.6106800
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-north 21.59095 -158.17467 1078 1075 14.0 14.0 14.00000 -42.1416213 3 17.484566 10.094719 -0.4214162 3 0.1748457 0.1009472 -30.328393 3 6.5620915 3.7886253 0.5555898 3 0.9380116 0.5415613 -7.1203288 3 6.4714257 3.7362794 4.405108 3 1.2630572 0.7292264 -27.613172 3 2.4661376 1.4238252
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 21.28838 -157.86536 993 993 12.2 12.2 12.20000 -18.5665212 3 25.540074 14.745569 -0.1856652 3 0.2554007 0.1474557 -20.812689 3 17.6497084 10.1900639 1.3014004 3 0.5263132 0.3038671 -6.7275714 3 6.2047183 3.5822958 5.557100 3 4.5514666 2.6277905 -19.642218 3 13.4680543 7.7757848
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 21.28842 -157.86533 1849 1849 12.2 12.2 12.20000 -30.8295700 4 50.954529 25.477265 -0.3082957 4 0.5095453 0.2547726 -22.970908 4 36.0605533 18.0302766 0.5526824 4 0.1654994 0.0827497 -4.0761572 4 3.4150575 1.7075287 7.713535 4 4.5172000 2.2586000 -26.608286 4 31.7545910 15.8772955
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-west 21.53408 -158.23439 1769 1769 14.6 14.6 14.60000 -37.4310698 5 13.618009 6.090159 -0.3743107 5 0.1361801 0.0609016 -29.189256 5 11.0937668 4.9612833 0.3488748 5 0.2562313 0.1145901 -8.7885138 5 7.1064913 3.1781195 8.904423 5 10.0518893 4.4953416 -29.305165 5 19.0575171 8.5227807
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-west 21.53412 -158.23441 1078 1078 14.6 14.6 14.60000 -15.5299938 1 NA NA -0.1552999 1 NA NA -19.947450 1 NA NA 1.1535422 1 NA NA -2.8710314 1 NA NA 4.823228 1 NA NA -21.899647 1 NA NA
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 27.78237 -175.88195 1090 1090 13.7 13.7 13.70000 -8.2983085 4 11.481411 5.740705 -0.0829831 4 0.1148141 0.0574071 -11.853661 4 7.5676401 3.7838200 1.1506151 4 0.2369511 0.1184756 -2.1495311 4 3.4169265 1.7084632 6.120077 4 1.2611709 0.6305855 -15.824207 4 5.8163332 2.9081666
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 27.78240 -175.88199 1816 1816 13.7 13.7 13.70000 -4.7033613 5 4.243565 1.897780 -0.0470336 5 0.0424357 0.0189778 -6.756524 5 2.6893022 1.2026925 0.8066457 5 0.0789597 0.0353119 -0.0738639 5 0.0549546 0.0245764 6.333912 5 3.4622836 1.5483803 -13.016571 5 1.2250382 0.5478537
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-west 27.79304 -175.99746 1870 1870 13.7 13.7 13.70000 -4.4468516 5 10.133637 4.531900 -0.0444685 5 0.1013364 0.0453190 -6.065078 5 4.9786774 2.2265322 0.9483903 5 0.0732998 0.0327807 -0.8240964 5 1.5899237 0.7110355 4.164808 5 1.0366611 0.4636089 -9.405790 5 4.7531292 2.1256640
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-west 27.79316 -175.99722 1088 1088 13.7 13.7 13.70000 -0.9211665 4 8.900487 4.450243 -0.0092117 4 0.0890049 0.0445024 -6.821612 4 5.2239452 2.6119726 1.1614246 4 0.0397972 0.0198986 -0.0557290 4 0.0215402 0.0107701 3.777394 4 1.7681608 0.8840804 -10.543277 4 6.7235568 3.3617784
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-west -0.36896 -160.00813 1205 1205 14.9 14.9 14.90000 -66.7938220 3 28.457352 16.429860 -0.6679382 3 0.2845735 0.1642986 -47.319912 3 16.8871021 9.7497729 0.2872554 3 1.3118399 0.7573911 -2.2936822 3 0.6076557 0.3508302 2.803470 3 1.8083314 1.0440406 -47.829699 3 14.5095993 8.3771211
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 5.86379 -162.03062 1207 1207 13.4 13.4 13.40000 -9.0388992 3 77.633852 44.821925 -0.0903890 3 0.7763385 0.4482193 -7.487012 3 53.7527044 31.0341384 0.2960183 3 0.4422245 0.2553184 -0.0666912 3 0.0581998 0.0336017 21.967692 3 34.4415782 19.8848544 -29.388013 3 22.8078959 13.1681448
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 5.89733 -162.07817 1207 1207 14.6 14.6 14.60000 -95.9407061 4 36.756415 18.378207 -0.9594071 4 0.3675641 0.1837821 -72.709002 4 28.1392177 14.0696088 0.8925878 4 1.2389858 0.6194929 -0.9152019 4 1.6995474 0.8497737 4.257428 4 3.1536812 1.5768406 -76.051228 4 26.9686304 13.4843152
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 5.88322 -162.13322 1202 1202 14.9 14.9 14.90000 -32.5481951 3 47.985185 27.704259 -0.3254820 3 0.4798518 0.2770426 -29.379325 3 35.6432148 20.5786197 0.7346679 3 0.5838281 0.3370733 -0.1452310 3 0.1205199 0.0695822 12.798068 3 12.7241313 7.3462806 -42.032162 3 22.9703007 13.2619093
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 19.31602 166.62721 1099 1096 13.4 13.4 13.40000 -75.3360141 4 49.821191 24.910595 -0.7533601 4 0.4982119 0.2491060 -54.744915 4 37.4626640 18.7313320 NaN 0 NA NA -0.4440983 4 0.4250010 0.2125005 8.126178 4 4.8730313 2.4365156 -62.426994 4 33.3083823 16.6541912
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 19.28065 166.62778 1087 1064 15.2 15.2 15.20000 -120.3602757 3 20.385800 11.769747 -1.2036028 3 0.2038580 0.1176975 -83.121574 3 18.8629517 10.8905302 NaN 0 NA NA -1.4367789 3 1.8853799 1.0885246 3.094134 3 2.2464810 1.2970064 -84.778930 3 18.1023519 10.4513978
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 19.31625 166.59824 1070 1063 13.4 13.4 13.40000 -50.4173946 3 54.604913 31.526161 -0.5041739 3 0.5460491 0.3152616 -37.685907 3 42.9812322 24.8152260 NaN 0 NA NA -0.5427595 3 0.7971244 0.4602200 18.293537 3 16.3698109 9.4511147 -55.436685 3 34.0516331 19.6597195
pacific samoa ofu samoa.ofu ofu-north -14.15785 -169.67442 1214 1214 14.6 14.6 14.60000 -26.1322762 4 17.611991 8.805995 -0.2613228 4 0.1761199 0.0880600 -13.993649 4 16.6525713 8.3262856 -0.0520849 4 0.5919688 0.2959844 -9.9101694 4 6.6653955 3.3326977 17.181933 4 10.1432175 5.0716087 -21.265413 4 11.4082709 5.7041354
pacific samoa ofu samoa.ofu ofu-south -14.17330 -169.64190 1199 1199 14.6 14.6 14.60000 49.7346747 3 41.161744 23.764744 0.4973467 3 0.4116174 0.2376474 29.579278 3 24.6036755 14.2049387 -1.1852120 3 0.7577890 0.4375097 -0.6339109 3 0.5413146 0.3125281 35.765851 3 22.8154896 13.1725290 -5.552662 3 3.6396830 2.1013720
pacific samoa tau samoa.tau tau-north -14.21240 -169.44067 1215 1215 14.9 14.9 14.90000 31.2382087 3 36.305865 20.961201 0.3123821 3 0.3630586 0.2096120 22.361958 3 28.3734291 16.3814069 0.9752571 3 0.6331419 0.3655446 -0.8757096 3 0.9441878 0.5451271 26.636534 3 26.7787332 15.4607088 -3.398866 3 3.6330196 2.0975248
pacific samoa tau samoa.tau tau-west -14.25755 -169.50068 1206 1206 14.3 14.3 14.30000 58.9868323 4 28.444417 14.222209 0.5898683 4 0.2844442 0.1422221 43.762337 4 21.0230915 10.5115458 -0.6628383 4 1.6495404 0.8247702 -3.9333817 4 4.9737108 2.4868554 49.863172 4 21.1720458 10.5860229 -2.167453 4 1.7265284 0.8632642
pacific samoa tutuila samoa.tutuila tutuila-east -14.28521 -170.56401 1223 1223 15.8 15.8 15.80000 -22.3812449 5 25.337233 11.331155 -0.2238124 5 0.2533723 0.1133115 -22.628714 5 20.0095004 8.9485206 -1.4184164 5 0.6483234 0.2899390 -1.2343894 5 0.9030901 0.4038742 12.238805 5 7.1816799 3.2117449 -33.633129 5 16.9581919 7.5839340
pacific samoa tutuila samoa.tutuila tutuila-north -14.24479 -170.65237 1218 1218 14.6 14.6 14.60000 25.4926878 4 28.387526 14.193763 0.2549269 4 0.2838753 0.1419376 17.105454 4 30.8430826 15.4215413 -1.5647625 4 0.8201907 0.4100954 -3.0799939 4 1.7517099 0.8758549 35.319108 4 24.3358432 12.1679216 -15.133661 4 12.3491657 6.1745829
pacific samoa tutuila samoa.tutuila tutuila-south -14.36351 -170.76300 1216 1216 14.3 14.3 14.30000 42.5373081 5 44.276466 19.801037 0.4253731 5 0.4427647 0.1980104 19.545946 5 32.5559928 14.5594826 0.6347027 5 1.4656404 0.6554543 -5.2738322 5 5.0392727 2.2536313 33.954721 5 31.0792592 13.8990673 -9.134943 5 7.0316185 3.1446354
pacific samoa tutuila samoa.tutuila tutuila-west -14.29464 -170.81200 1218 1218 13.7 13.7 13.70000 18.7861624 5 78.141340 34.945870 0.1878616 5 0.7814134 0.3494587 2.822332 5 50.2893595 22.4900853 -0.0894167 5 1.1838154 0.5294184 -3.0476496 5 1.2095685 0.5409355 28.478310 5 29.0577434 12.9950179 -22.608328 5 32.2761994 14.4343552

2.3 Parrot fish community

2.3.1 Summary

There are a total of 932 parrot surveys included in this study. Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
florida, flowerGardenBanks, caribbean, marianas, middleHawaiianIslands, northwestHawaiianIslands, pacificRemoteIslandArea, samoa

2.3.2 Unify parrot tables and calculate stats at loc3 level

Parrot community & functional-group summary at loc3 (Mean, SD, N).
Community
Scrapers
Excavators
Density
Biomass
Bioerosion
Density
Biomass
Bioerosion
Density
Biomass
Bioerosion
Basin Loc1 Loc2 Loc1.2 Loc3 Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-east 344.1 810.3 11 15.6 25.2 11 0.23 0.35 11 228.6 567.4 11 5.2 14.4 11 0.02 0.06 11 115.6 257.8 11 10.4 12.9 11 0.21 0.30 11
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-north 10.9 27.1 13 0.0 0.1 13 0.00 0.00 13 4.3 15.7 13 0.0 0.0 13 0.00 0.00 13 6.5 23.5 13 0.0 0.1 13 0.00 0.00 13
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-northeast 234.8 249.4 16 7.1 9.6 16 0.14 0.21 16 111.2 209.2 16 1.9 3.1 16 0.01 0.02 16 123.6 117.1 16 5.2 7.0 16 0.13 0.19 16
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 204.3 232.9 30 14.0 19.7 30 0.25 0.49 30 120.5 203.4 30 4.8 8.9 30 0.02 0.03 30 83.8 125.3 30 9.1 16.4 30 0.23 0.49 30
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 159.5 156.9 17 21.6 31.2 17 0.23 0.32 17 114.7 142.8 17 16.6 30.7 17 0.12 0.26 17 44.9 44.7 17 5.0 9.1 17 0.11 0.21 17
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 632.1 531.6 32 43.6 33.3 32 0.43 0.43 32 540.3 503.5 32 28.9 23.7 32 0.10 0.08 32 91.8 134.2 32 14.7 16.7 32 0.33 0.39 32
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 191.6 225.0 37 11.1 14.9 37 0.12 0.19 37 158.0 186.7 37 6.5 8.3 37 0.02 0.04 37 33.6 54.4 37 4.6 8.9 37 0.09 0.17 37
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 93.2 124.4 20 5.5 8.2 20 0.06 0.08 20 72.0 123.8 20 3.2 6.0 20 0.01 0.02 20 21.2 28.8 20 2.3 3.5 20 0.05 0.08 20
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 538.5 494.0 16 25.5 26.3 16 0.24 0.43 16 467.9 470.5 16 18.3 13.8 16 0.06 0.05 16 70.6 83.8 16 7.1 15.3 16 0.18 0.40 16
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-north 406.3 357.2 13 26.0 25.8 13 0.56 0.62 13 143.4 162.5 13 3.7 5.4 13 0.01 0.02 13 262.9 240.9 13 22.4 24.5 13 0.55 0.62 13
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-south 282.5 292.7 13 15.1 16.8 13 0.19 0.25 13 134.7 210.5 13 7.0 8.1 13 0.03 0.03 13 147.8 150.9 13 8.1 12.4 13 0.17 0.23 13
atlantic caribbean saintJohn caribbean.saintJohn saintJohn-west 291.0 267.7 10 10.8 13.8 10 0.10 0.12 10 214.7 230.7 10 7.8 13.1 10 0.03 0.04 10 76.3 92.3 10 3.0 4.4 10 0.07 0.11 10
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-north 452.0 648.2 14 29.2 48.3 14 0.50 1.08 14 288.5 510.7 14 13.3 24.5 14 0.05 0.09 14 163.4 227.4 14 15.9 33.5 14 0.45 1.03 14
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-south 494.4 578.2 12 15.4 15.2 12 0.26 0.29 12 247.2 488.0 12 3.1 4.1 12 0.01 0.02 12 247.2 294.6 12 12.4 15.1 12 0.25 0.29 12
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-west 70.6 107.4 12 6.1 9.4 12 0.10 0.21 12 37.7 70.6 12 2.7 6.2 12 0.01 0.02 12 33.0 77.0 12 3.4 6.8 12 0.09 0.21 12
atlantic florida dryTortugas florida.dryTortugas dryTortugas-west 154.7 127.6 20 35.6 64.4 20 0.34 0.28 20 16.2 25.6 20 0.9 2.8 20 0.01 0.02 20 138.4 115.0 20 34.8 64.1 20 0.33 0.28 20
atlantic florida keys florida.keys keys-uko 162.4 136.4 16 33.7 37.2 16 0.36 0.43 16 53.8 47.9 16 3.8 5.1 16 0.02 0.03 16 108.6 105.7 16 29.9 36.5 16 0.34 0.42 16
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 441.0 198.7 41 97.8 54.2 41 1.28 0.86 41 317.6 177.2 41 49.8 32.6 41 0.37 0.31 41 123.3 63.4 41 48.1 37.4 41 0.91 0.71 41
pacific marianas guam marianas.guam guam-east 138.6 118.1 10 17.5 15.0 10 0.05 0.03 10 138.6 118.1 10 17.5 15.0 10 0.05 0.03 10 0.0 0.0 10 0.0 0.0 10 0.00 0.00 10
pacific marianas guam marianas.guam guam-north 171.8 246.0 14 41.1 63.3 14 0.32 0.79 14 151.6 211.3 14 32.8 45.0 14 0.05 0.08 14 20.2 61.2 14 8.3 22.1 14 0.27 0.72 14
pacific marianas guam marianas.guam guam-south 145.1 129.0 31 39.4 54.1 31 0.40 1.42 31 137.8 123.9 31 29.0 40.3 31 0.06 0.08 31 7.3 24.2 31 10.3 33.7 31 0.34 1.39 31
pacific marianas guam marianas.guam guam-west 201.6 159.3 16 32.9 32.9 16 0.20 0.34 16 191.0 159.2 16 30.1 30.8 16 0.10 0.08 16 10.6 30.8 16 2.8 8.3 16 0.11 0.32 16
pacific marianas maug marianas.maug maug-east 180.1 68.5 11 108.7 70.4 11 1.48 2.93 11 159.5 52.6 11 79.9 27.5 11 0.16 0.06 11 20.6 38.2 11 28.8 58.6 11 1.32 2.92 11
pacific marianas maug marianas.maug maug-north 166.9 123.3 10 94.2 77.7 10 0.40 0.76 10 150.0 115.5 10 65.2 44.6 10 0.13 0.09 10 17.0 27.3 10 28.9 51.0 10 0.26 0.73 10
pacific marianas maug marianas.maug maug-south 177.5 164.1 11 74.0 74.8 11 1.43 3.03 11 136.3 161.5 11 41.9 44.3 11 0.07 0.07 11 41.2 80.4 11 32.1 60.8 11 1.36 3.03 11
pacific marianas maug marianas.maug maug-west 175.4 87.3 10 116.0 85.7 10 2.26 2.75 10 113.2 69.3 10 48.2 29.5 10 0.10 0.05 10 62.2 72.8 10 67.8 82.5 10 2.16 2.76 10
pacific marianas pagan marianas.pagan pagan-east 136.3 108.7 11 133.1 117.3 11 0.20 0.17 11 74.6 79.3 11 21.8 23.2 11 0.03 0.04 11 61.7 64.3 11 111.3 123.5 11 0.17 0.18 11
pacific marianas pagan marianas.pagan pagan-north 188.0 113.5 14 120.5 98.1 14 0.21 0.17 14 167.7 100.2 14 91.4 67.4 14 0.16 0.13 14 20.2 28.1 14 29.1 44.1 14 0.05 0.07 14
pacific marianas pagan marianas.pagan pagan-south 235.8 243.5 12 139.7 162.8 12 3.41 6.17 12 117.9 85.2 12 43.1 34.4 12 0.08 0.07 12 117.9 196.7 12 96.6 151.2 12 3.32 6.15 12
pacific marianas pagan marianas.pagan pagan-west 299.9 365.1 10 176.5 215.4 10 3.54 7.40 10 181.1 148.6 10 81.5 83.7 10 0.18 0.18 10 118.8 252.3 10 94.9 161.6 10 3.37 7.30 10
pacific marianas saipan marianas.saipan saipan-east 205.8 291.9 11 108.3 189.0 11 2.05 4.45 11 159.5 203.4 11 63.7 95.2 11 0.12 0.18 11 46.3 109.8 11 44.6 102.2 11 1.93 4.30 11
pacific marianas saipan marianas.saipan saipan-northwest 133.8 134.0 11 18.4 21.0 11 0.06 0.06 11 133.8 134.0 11 18.4 21.0 11 0.06 0.06 11 0.0 0.0 11 0.0 0.0 11 0.00 0.00 11
pacific marianas saipan marianas.saipan saipan-south 186.7 97.3 10 30.6 37.3 10 0.08 0.05 10 186.7 97.3 10 30.6 37.3 10 0.08 0.05 10 0.0 0.0 10 0.0 0.0 10 0.00 0.00 10
pacific marianas saipan marianas.saipan saipan-west 448.4 263.4 13 23.9 18.5 13 0.08 0.07 13 448.4 263.4 13 23.9 18.5 13 0.08 0.07 13 0.0 0.0 13 0.0 0.0 13 0.00 0.00 13
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 137.1 118.6 26 153.0 266.8 26 0.39 0.91 26 89.2 94.6 26 40.6 60.2 26 0.07 0.10 26 47.9 95.6 26 112.3 253.4 26 0.32 0.92 26
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 115.4 158.2 13 44.3 77.8 13 0.09 0.16 13 111.0 151.3 13 39.5 63.4 13 0.08 0.13 13 4.4 15.7 13 4.8 17.4 13 0.01 0.03 13
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 118.8 145.6 20 15.3 18.6 20 0.04 0.05 20 118.8 145.6 20 15.3 18.6 20 0.04 0.05 20 0.0 0.0 20 0.0 0.0 20 0.00 0.00 20
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-north 50.9 86.2 10 2.5 6.5 10 0.00 0.00 10 50.9 86.2 10 2.5 6.5 10 0.00 0.00 10 0.0 0.0 10 0.0 0.0 10 0.00 0.00 10
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 18.0 44.3 11 5.9 16.6 11 0.01 0.03 11 18.0 44.3 11 5.9 16.6 11 0.01 0.03 11 0.0 0.0 11 0.0 0.0 11 0.00 0.00 11
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-west 53.8 88.9 10 24.9 42.2 10 0.03 0.05 10 53.8 88.9 10 24.9 42.2 10 0.03 0.05 10 0.0 0.0 10 0.0 0.0 10 0.00 0.00 10
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 180.1 309.8 11 18.6 28.3 11 0.11 0.21 11 180.1 309.8 11 18.6 28.3 11 0.11 0.21 11 0.0 0.0 11 0.0 0.0 11 0.00 0.00 11
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-west 896.0 705.3 21 147.8 104.6 21 1.38 1.07 21 866.3 698.9 21 110.1 78.8 21 0.99 0.81 21 29.6 42.4 21 37.7 52.9 21 0.39 0.54 21
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-east 154.6 76.8 28 136.6 98.8 28 0.25 0.56 28 118.2 67.6 28 72.9 55.8 28 0.06 0.05 28 36.4 41.4 28 63.8 79.5 28 0.19 0.53 28
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-south 383.4 452.5 20 232.2 167.2 20 0.30 0.22 20 332.5 453.2 20 131.8 116.3 20 0.15 0.15 20 50.9 51.6 20 100.3 121.9 20 0.14 0.17 20
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-west 257.9 141.7 26 208.7 126.8 26 0.44 0.86 26 194.8 150.0 26 85.9 57.4 26 0.09 0.06 26 63.1 51.4 26 122.8 116.9 26 0.35 0.88 26
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 158.4 109.3 10 41.9 41.0 10 0.57 1.12 10 147.1 98.7 10 31.0 25.4 10 0.07 0.05 10 11.3 23.9 10 10.9 23.3 10 0.50 1.10 10
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 260.3 131.2 10 67.7 50.1 10 0.33 0.46 10 249.0 122.8 10 54.2 33.6 10 0.19 0.13 10 11.3 35.8 10 13.5 42.6 10 0.14 0.45 10
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 298.0 148.1 15 157.7 148.4 15 4.19 6.54 15 233.9 102.3 15 48.1 23.4 15 0.15 0.07 15 64.1 85.2 15 109.6 147.0 15 4.04 6.52 15
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 130.6 105.6 13 47.4 43.3 13 0.31 0.70 13 117.5 71.1 13 43.3 39.8 13 0.13 0.13 13 13.1 47.1 13 4.0 14.5 13 0.19 0.68 13
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 217.9 83.3 10 63.3 39.2 10 0.19 0.13 10 217.9 83.3 10 63.3 39.2 10 0.19 0.13 10 0.0 0.0 10 0.0 0.0 10 0.00 0.00 10
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 343.6 346.7 14 147.5 223.6 14 4.21 8.14 14 190.0 195.5 14 42.2 33.6 14 0.12 0.08 14 153.6 292.3 14 105.2 216.1 14 4.09 8.13 14
pacific samoa ofu samoa.ofu ofu-north 344.7 206.3 11 256.4 246.3 11 4.96 7.08 11 262.4 209.1 11 76.6 64.8 11 0.19 0.13 11 82.3 95.9 11 179.9 244.9 11 4.77 7.09 11
pacific samoa ofu samoa.ofu ofu-south 454.9 514.2 13 200.4 285.0 13 5.71 9.78 13 237.2 155.2 13 48.5 35.2 13 0.15 0.11 13 217.6 406.0 13 151.9 257.5 13 5.56 9.68 13
pacific samoa tau samoa.tau tau-north 137.7 114.1 15 115.1 147.2 15 2.08 5.06 15 84.9 75.6 15 41.8 39.5 15 0.09 0.09 15 52.8 101.4 15 73.3 142.4 15 1.99 5.08 15
pacific samoa tau samoa.tau tau-west 136.8 117.5 12 100.7 95.3 12 3.56 4.61 12 75.5 61.9 12 32.8 29.5 12 0.07 0.08 12 61.3 88.5 12 67.8 88.2 12 3.49 4.59 12
pacific samoa tutuila samoa.tutuila tutuila-east 117.7 225.6 25 87.9 228.9 25 0.16 0.38 25 92.8 151.6 25 23.8 42.5 25 0.07 0.14 25 24.9 92.5 25 64.1 202.9 25 0.09 0.28 25
pacific samoa tutuila samoa.tutuila tutuila-north 298.4 187.4 11 147.9 139.1 11 0.69 1.17 11 267.5 184.0 11 80.2 43.7 11 0.16 0.12 11 30.9 46.4 11 67.7 121.4 11 0.53 1.18 11
pacific samoa tutuila samoa.tutuila tutuila-south 375.3 174.9 19 60.3 43.7 19 0.64 1.56 19 357.4 192.2 19 47.8 32.2 19 0.15 0.10 19 17.9 56.8 19 12.4 39.4 19 0.50 1.59 19
pacific samoa tutuila samoa.tutuila tutuila-west 325.4 280.5 10 81.0 75.2 10 0.22 0.19 10 325.4 280.5 10 81.0 75.2 10 0.22 0.19 10 0.0 0.0 10 0.0 0.0 10 0.00 0.00 10

2.3.3 Unify parrot tables and calculate stats at loc2 level

Parrot community & functional-group summary at loc2 (Mean, SD, N).
Community
Scrapers
Excavators
Density
Biomass
Bioerosion
Density
Biomass
Bioerosion
Density
Biomass
Bioerosion
Basin Loc1 Loc2 Loc1.2 Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N
atlantic caribbean puertoRico caribbean.puertoRico 189.9 344.5 87 12.3 21.2 87 0.19 0.36 87 114.0 257.6 87 5.9 16.1 87 0.03 0.12 87 76.0 132.0 87 6.4 12.0 87 0.15 0.33 87
atlantic caribbean saintCroix caribbean.saintCroix 360.0 437.3 105 22.1 27.6 105 0.22 0.34 105 305.4 402.0 105 14.5 18.4 105 0.05 0.06 105 54.6 91.6 105 7.6 13.0 105 0.17 0.30 105
atlantic caribbean saintJohn caribbean.saintJohn 329.6 308.2 36 17.8 20.4 36 0.30 0.45 36 160.1 197.8 36 6.0 9.0 36 0.02 0.03 36 169.5 189.2 36 11.8 18.2 36 0.28 0.44 36
atlantic caribbean saintThomas caribbean.saintThomas 344.9 535.2 38 17.6 31.8 38 0.30 0.69 38 196.3 419.7 38 6.7 15.9 38 0.03 0.06 38 148.7 230.9 38 10.8 22.5 38 0.27 0.66 38
atlantic florida dryTortugas florida.dryTortugas 154.7 127.6 20 35.6 64.4 20 0.34 0.28 20 16.2 25.6 20 0.9 2.8 20 0.01 0.02 20 138.4 115.0 20 34.8 64.1 20 0.33 0.28 20
atlantic florida keys florida.keys 162.4 136.4 16 33.7 37.2 16 0.36 0.43 16 53.8 47.9 16 3.8 5.1 16 0.02 0.03 16 108.6 105.7 16 29.9 36.5 16 0.34 0.42 16
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 441.0 198.7 41 97.8 54.2 41 1.28 0.86 41 317.6 177.2 41 49.8 32.6 41 0.37 0.31 41 123.3 63.4 41 48.1 37.4 41 0.91 0.71 41
pacific marianas guam marianas.guam 162.2 161.8 71 35.2 48.2 71 0.29 1.01 71 152.6 150.2 71 28.4 36.4 71 0.07 0.08 71 9.6 34.5 71 6.8 24.6 71 0.23 0.98 71
pacific marianas maug marianas.maug 175.2 112.9 42 97.9 76.0 42 1.39 2.56 42 140.1 106.4 42 58.9 39.0 42 0.12 0.08 42 35.0 59.9 42 39.0 63.8 42 1.28 2.56 42
pacific marianas pagan marianas.pagan 211.9 223.2 47 140.2 146.8 47 1.73 4.75 47 136.1 109.5 47 60.7 62.3 47 0.12 0.13 47 75.9 157.1 47 79.6 124.9 47 1.62 4.71 47
pacific marianas saipan marianas.saipan 254.0 246.3 45 44.7 99.8 45 0.56 2.29 45 242.7 228.6 45 33.8 53.4 45 0.08 0.10 45 11.3 56.1 45 10.9 52.4 45 0.47 2.21 45
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 129.9 131.4 39 116.7 226.8 39 0.29 0.76 39 96.5 115.0 39 40.3 60.4 39 0.07 0.11 39 33.4 80.8 39 76.5 212.1 39 0.22 0.76 39
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 71.0 113.5 51 12.6 24.0 51 0.02 0.04 51 71.0 113.5 51 12.6 24.0 51 0.02 0.04 51 0.0 0.0 51 0.0 0.0 51 0.00 0.00 51
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 649.9 686.5 32 103.4 105.8 32 0.94 1.06 32 630.4 675.1 32 78.6 78.8 32 0.69 0.79 32 19.5 37.0 32 24.7 46.2 32 0.25 0.47 32
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 252.7 265.9 74 187.8 134.5 74 0.33 0.62 74 203.0 265.0 74 93.4 79.9 74 0.10 0.10 74 49.7 48.6 74 94.4 107.4 74 0.23 0.62 74
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 247.4 142.4 35 98.9 113.8 35 2.05 4.64 35 213.4 112.8 35 44.9 28.0 35 0.14 0.10 35 34.0 64.7 35 54.0 109.2 35 1.91 4.62 35
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 234.8 239.7 37 89.5 145.6 37 1.76 5.28 37 172.1 137.9 37 48.3 37.5 37 0.14 0.12 37 62.7 191.8 37 41.2 139.6 37 1.62 5.28 37
pacific samoa ofu samoa.ofu 404.4 399.5 24 226.1 263.7 24 5.37 8.47 24 248.8 178.2 24 61.4 51.7 24 0.17 0.12 24 155.6 307.8 24 164.7 246.7 24 5.20 8.42 24
pacific samoa tau samoa.tau 137.3 113.4 27 108.7 124.8 27 2.74 4.83 27 80.7 68.7 27 37.8 35.0 27 0.08 0.08 27 56.6 94.2 27 70.9 119.2 27 2.66 4.83 27
pacific samoa tutuila samoa.tutuila 255.5 238.7 65 88.9 157.6 65 0.40 1.01 65 235.5 221.7 65 49.2 51.4 65 0.13 0.14 65 20.0 67.4 65 39.7 137.9 65 0.27 1.00 65

2.4 Environmental data

Table of summary statistics for loc2 sites
basin loc1 loc2 loc1.2 loc3 lat lon maxDate minDate n maxTemperature minTemperature meanTemperature maxSalinity minSalinity meanSalinity maxPAR minPAR meanPAR
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-east 18.33066 -65.33373 15/12/2021 15/01/2017 60 29.55867 26.16267 27.78267 39.14560 34.58726 36.28825 57.16560 34.40720 45.89707
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-northeast 18.33696 -65.56462 15/12/2021 15/01/2017 60 29.64167 26.14400 27.82349 39.14560 34.58726 36.28825 56.73400 33.88800 45.88687
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 17.91047 -66.23161 15/12/2021 15/01/2017 56 29.65833 26.15633 28.01349 38.78876 31.96724 36.29282 57.39200 35.30440 47.86539
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 18.34435 -67.26923 15/12/2021 15/01/2017 56 29.59900 26.23800 28.06245 38.73786 34.73122 36.77095 52.86000 30.96850 42.38671
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 17.82805 -64.46711 15/12/2021 15/01/2016 79 29.55867 26.08933 27.82354 37.19409 33.60120 35.75669 58.27150 33.80350 47.32692
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 17.78532 -64.75953 15/12/2021 15/01/2014 103 29.57033 26.09100 27.77689 37.19809 33.62944 35.81677 57.24733 31.98333 46.47610
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 17.70121 -64.64793 15/12/2021 15/01/2016 79 29.57200 26.11067 27.82726 37.35077 33.66517 35.76936 57.98533 32.46400 47.37468
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 17.73380 -64.89639 15/12/2021 15/01/2016 79 29.58533 26.13267 27.84178 37.31226 33.67678 35.76740 55.44600 29.53467 44.07132
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-north 18.38262 -64.97816 15/12/2021 15/01/2017 60 29.56733 26.08900 27.75317 39.14560 34.58726 36.28825 58.05400 33.69950 46.38738
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-south 18.34402 -64.98453 15/12/2021 15/01/2015 86 29.55533 26.09167 27.80852 39.14560 34.58726 36.36394 57.79300 29.33600 45.53676
atlantic caribbean saintThomas caribbean.saintThomas saintThomas-west 18.34082 -65.08269 15/12/2021 15/01/2017 60 29.56233 26.13100 27.78427 39.14560 34.58726 36.28825 56.08533 33.17800 44.51777
atlantic florida keys florida.keys keys-uko1 24.90250 -80.53104 15/12/2021 15/01/2016 78 30.46833 23.37133 27.22422 38.70824 34.30801 36.99134 58.25088 22.37050 44.03965
atlantic florida keys florida.keys keys-uko3 24.88266 -80.56088 15/12/2021 15/01/2016 78 30.44667 23.39467 27.23236 38.70824 34.30801 36.99134 58.36247 22.54112 44.04670
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 27.90740 -93.59925 15/12/2021 15/01/2015 90 30.71700 20.37733 25.54828 37.46044 30.19611 34.89411 60.33400 17.77200 39.22562
pacific marianas guam marianas.guam guam-east 13.47516 144.86485 15/12/2021 15/01/2014 103 30.22367 27.12567 28.86750 35.03508 32.39564 33.72445 56.67400 34.13600 44.33913
pacific marianas guam marianas.guam guam-north 13.60330 144.92365 15/12/2021 15/01/2014 102 30.24267 27.11733 28.85499 34.72307 32.18224 33.67773 55.17700 33.53600 44.42393
pacific marianas guam marianas.guam guam-south 13.24126 144.70442 15/12/2021 15/01/2014 103 30.25300 27.14067 28.91133 35.11860 33.15658 34.03647 56.58000 33.95467 44.66653
pacific marianas guam marianas.guam guam-west 13.52894 144.80037 15/12/2021 15/01/2014 102 30.21900 27.13467 28.84329 34.72307 32.18224 33.67773 55.53400 32.96700 43.42567
pacific marianas maug marianas.maug maug-east 20.02033 145.23972 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.07350 28.48100 45.11780
pacific marianas maug marianas.maug maug-north 20.03570 145.22467 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.07350 28.48100 45.11780
pacific marianas maug marianas.maug maug-south 20.01398 145.22746 15/12/2021 15/01/2017 66 30.35500 25.64900 28.39455 36.06712 33.62441 34.47699 59.07350 30.70975 45.17994
pacific marianas maug marianas.maug maug-west 20.01312 145.20806 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.44800 28.38800 44.80622
pacific marianas pagan marianas.pagan pagan-east 18.09612 145.76486 15/12/2021 15/01/2014 103 30.60000 26.21467 28.61807 36.18639 33.33631 34.35146 57.28067 26.93133 44.01817
pacific marianas pagan marianas.pagan pagan-north 18.16784 145.79495 15/12/2021 15/01/2014 103 30.63233 26.12533 28.60394 36.18639 33.33631 34.35146 58.72200 27.96800 44.47614
pacific marianas pagan marianas.pagan pagan-south 18.04564 145.70623 15/12/2021 15/01/2014 103 30.58700 26.26533 28.63017 35.17295 33.46750 34.36366 57.09600 25.62000 43.41293
pacific marianas pagan marianas.pagan pagan-west 18.12014 145.75466 15/12/2021 15/01/2014 103 30.61733 26.17025 28.61298 36.18639 33.33631 34.35146 57.28067 26.93133 44.01817
pacific marianas saipan marianas.saipan saipan-east 15.25866 145.81569 15/12/2021 15/01/2014 103 30.34400 26.92233 28.77355 35.01051 33.21275 34.19024 56.97400 33.92880 45.52164
pacific marianas saipan marianas.saipan saipan-northwest 15.25719 145.76675 15/12/2021 15/01/2017 67 30.32133 26.98633 28.78051 34.88993 33.55919 34.17502 57.15450 35.51120 46.39015
pacific marianas saipan marianas.saipan saipan-south 15.09785 145.74337 15/12/2021 15/01/2014 103 30.29200 26.95933 28.75117 35.18739 33.44971 34.24299 56.57467 33.89000 45.42712
pacific marianas saipan marianas.saipan saipan-west 15.15645 145.68970 15/12/2021 15/01/2014 103 30.25700 26.94067 28.73052 35.18739 33.44971 34.24299 56.26156 33.28067 44.44965
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.24913 -155.89095 15/12/2019 15/01/2013 75 28.46767 23.92000 25.96344 35.42809 29.36302 32.64477 58.32083 30.97600 45.80875
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.26828 -155.86040 15/12/2019 15/01/2013 75 28.45833 23.89167 25.94135 35.42809 29.36302 32.64477 57.76133 31.15067 45.30707
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 19.24432 -155.90024 15/12/2019 15/01/2013 84 28.67000 24.29700 26.29705 36.24085 32.19949 34.13069 52.25800 24.06533 38.86551
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.45862 -157.79865 15/12/2019 15/03/2017 23 27.64767 23.18400 25.87559 36.89705 32.20330 34.23041 56.79250 29.30550 44.12433
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.47972 -157.78294 15/12/2019 15/01/2013 59 28.03000 23.18400 25.60160 38.34129 31.58331 34.44019 57.24200 25.77600 44.75641
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 21.28838 -157.86542 15/12/2019 15/01/2013 59 28.45067 23.39867 25.96151 38.34129 31.58331 34.44019 57.53000 29.07900 47.73870
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-west 21.53412 -158.23441 15/12/2019 15/02/2016 32 27.82478 23.32622 26.11857 38.34129 32.20330 34.36669 53.90900 29.10900 44.58166
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 27.78237 -175.88195 15/12/2019 15/01/2013 84 28.90100 19.49433 23.95309 36.01855 33.78317 35.14682 58.76400 20.76200 40.64833
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-south -0.38234 -160.00305 15/12/2018 15/01/2015 48 30.49667 25.84467 27.71131 35.71008 33.88814 35.03745 56.17233 34.59033 49.52517
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-west -0.36896 -160.00813 15/12/2018 15/01/2015 48 30.49667 25.84467 27.71131 35.71008 33.88814 35.03745 56.52800 34.21600 49.26042
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 5.86379 -162.03062 15/12/2018 15/01/2015 48 29.75500 27.55433 28.68729 34.70937 32.92673 34.06319 49.90200 30.56344 41.13499
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 5.89733 -162.07817 15/12/2018 15/01/2015 48 29.74767 27.55933 28.68787 34.70937 32.92673 34.06319 50.94200 31.46800 41.24415
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 5.88322 -162.13322 15/12/2018 15/01/2015 48 29.74200 27.56533 28.68966 34.70937 32.92673 34.06319 51.85600 32.12720 41.10372
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 19.31602 166.62721 15/12/2017 15/01/2014 48 30.02133 25.64933 27.93038 35.48462 34.10323 34.84642 55.91600 32.13300 44.56893
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 19.28065 166.62778 15/12/2017 15/01/2014 48 30.02833 25.65700 27.93778 35.48462 34.10323 34.84642 56.28429 32.83957 44.73363
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 19.31625 166.59824 15/12/2017 15/01/2014 48 30.02200 25.65300 27.93274 35.48462 34.10323 34.84642 55.63979 31.74757 44.41450
pacific samoa ofu samoa.ofu ofu-north -14.15785 -169.67442 15/12/2018 15/01/2015 48 30.19200 27.36300 28.91258 36.22795 29.94075 34.16768 52.69440 24.90720 42.12891
pacific samoa ofu samoa.ofu ofu-south -14.17330 -169.64190 15/12/2018 15/01/2015 48 30.19100 27.36800 28.90807 36.22795 29.94075 34.16768 52.70600 25.77780 41.86850
pacific samoa tau samoa.tau tau-north -14.21240 -169.44067 15/12/2018 15/01/2015 48 30.17567 27.31800 28.87915 36.51796 32.66103 34.27526 51.77400 24.87560 41.55035
pacific samoa tau samoa.tau tau-west -14.25755 -169.50068 15/12/2018 15/01/2015 48 30.13267 27.26233 28.86830 36.68739 32.80734 34.63480 52.53400 24.76200 41.05929
pacific samoa tutuila samoa.tutuila tutuila-east -14.28521 -170.56401 15/12/2017 15/01/2015 32 30.10800 27.10633 28.80980 39.24479 26.63661 34.18115 52.16050 29.25950 41.48897
pacific samoa tutuila samoa.tutuila tutuila-north -14.24479 -170.65237 15/12/2017 15/01/2015 16 30.02167 27.61733 28.97715 37.08763 26.63661 31.46730 50.62200 29.85350 42.78166
pacific samoa tutuila samoa.tutuila tutuila-south -14.36351 -170.76300 15/12/2017 15/01/2015 32 30.08467 26.99067 28.79176 39.11469 26.63661 33.62904 52.23450 28.80450 41.32216
pacific samoa tutuila samoa.tutuila tutuila-west -14.29464 -170.81200 15/12/2017 15/01/2015 32 30.09233 27.06867 28.86902 39.11469 26.63661 33.62904 51.44610 28.54370 40.97039

2.5 Volume vs. Mass

Plot of deltaVolume_mm3cm2y vs. deltaMass_mgcm2y:

3 Spatial analysis of parrotfish data

3.1 General prevalence data

Combine bar stats and parrot community stats tables

3.1.1 Mean parrot biomass_kg_ha vs parrot density_ind_ha by point

3.1.2 Parrot biomass vs. density by loc2 and loc3

3.1.3 Boxplots of biomass and density at loc2 for community, scraper, and excavators

Note that these are based on individual point data

4 Spatial analysis of environmental data

4.1 Types of data

EnvironmentalData — Columns grouped by type. Bold = full coverage across all loc1.2.
Category Column # Values (non-NA) Sites w/ Data Start End Frequency Value Group
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,464 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,461 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,461 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,461 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,461 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,457 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,456 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,456 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,456 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,451 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,447 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,438 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,435 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,431 19/20 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 0 0/20 insufficient G1
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 0 0/20 insufficient G1
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 0 0/20 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 0 0/20 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 0 0/20 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 0 0/20 insufficient G1
Geospatial lat 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Geospatial lon 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata basin 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc1 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc1.2 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc2 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc3 4,548 20/20 2013-01-15 2023-12-15 monthly G4
PAR / Light mean_PAR_NASA_VIIRS_monthly_01dy 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_01mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_01wk 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_03mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_03yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_05yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_06mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_10yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_10yr_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_PAR_NASA_VIIRS_monthly_all_before 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_03mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_03yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_05yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_06mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_10yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_10yr_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_all_before 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01dy 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01wk 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_03mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_03yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_05yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_06mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_10yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_10yr_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q05_PAR_NASA_VIIRS_monthly_all_before 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01dy 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01wk 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_03mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_03yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_05yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_06mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_10yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_10yr_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light q95_PAR_NASA_VIIRS_monthly_all_before 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_03mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_03yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_05yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_06mo 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_10yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_10yr_01yr 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light sd_PAR_NASA_VIIRS_monthly_all_before 4,280 19/20 2013-01-15 2022-07-15 monthly G3
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01dy 0 0/20 insufficient G1
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01mo 0 0/20 insufficient G1
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01wk 0 0/20 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01dy 0 0/20 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01mo 0 0/20 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01wk 0 0/20 insufficient G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,523 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,523 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,523 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,523 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,523 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,523 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,522 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,522 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,522 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,522 9/20 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,350 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,350 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,350 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,343 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,343 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,273 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,273 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,273 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,255 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,253 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,181 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,181 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,181 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,144 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,144 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,144 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,134 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,128 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,121 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,121 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,121 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,103 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,096 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,022 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 1,996 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 1,979 9/20 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 0 0/20 insufficient G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 0 0/20 insufficient G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 0 0/20 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 0 0/20 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 0 0/20 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 0 0/20 insufficient G1
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,260 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,259 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,258 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,258 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,258 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,254 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,246 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,246 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,246 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,241 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,234 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,190 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,189 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,189 19/20 2013-01-15 2023-12-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,189 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,187 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,173 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,101 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,027 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,006 19/20 2013-01-15 2023-11-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,006 19/20 2013-01-15 2023-11-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,006 19/20 2013-01-15 2023-11-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 3,982 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 3,979 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 3,928 19/20 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 3,834 19/20 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,474 19/20 2013-01-15 2023-11-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,465 19/20 2013-01-15 2023-11-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,455 19/20 2013-01-15 2023-11-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,353 19/20 2013-01-15 2023-10-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,125 19/20 2013-01-15 2023-08-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/20 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/20 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/20 insufficient G1
Temperature mean_Sea_Surface_Temperature_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temperature sd_Sea_Surface_Temperature_CRW_daily_01dy 0 0/20 insufficient G1
Temporal date 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 4,548 20/20 2013-01-15 2023-12-15 monthly G4
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,411 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr 4,411 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_05yr 4,399 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,352 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_03yr 4,351 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,288 20/20 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_all_before 4,226 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,188 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,174 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_03yr 3,956 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr 3,875 19/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01yr 3,717 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 3,569 19/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 3,546 18/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_05yr 3,407 19/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_06mo 2,997 20/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03yr 2,933 19/20 2014-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 2,447 18/20 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_03mo 2,167 20/20 2013-01-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 1,940 17/20 2013-01-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 1,729 13/20 2014-07-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01mo 1,588 20/20 2013-08-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01yr 1,563 19/20 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01wk 1,372 20/20 2013-08-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01dy 1,301 20/20 2013-08-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 1,101 10/20 2014-07-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01yr 1,082 20/20 2013-08-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_06mo 980 19/20 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03mo 631 19/20 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01mo 406 19/20 2014-07-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01wk 352 19/20 2014-07-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01dy 300 19/20 2014-07-15 2023-10-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 114 10/20 2014-07-15 2023-10-15 monthly G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_06mo 47 6/20 2014-06-15 2022-06-15 irregular G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01dy 0 0/20 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01wk 0 0/20 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_03mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 0 0/20 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 0 0/20 insufficient G1
Color Key: G1 (red, least values) → G5 (green, most values).
Value Group Non-NA Count Range
G1 0–2,350
G2 2,350–4,260
G3 4,260–4,464
G4 4,464–4,548
G5 4,548–4,549

4.2 Parameters to focus on

Based on the above, we focus on the following: Temperature: mean_Sea_Surface_Temperature_CRW_daily_01dy Thermal Stress: Degree_Heating_Weeks_CRW_daily_01wk
Focused Environmental Parameters — Coverage Summary
Category Parameter # Values Sites (of total) Start End
Temperature mean_Sea_Surface_Temperature_CRW_daily_01mo 4548 20/20 2013-01-15 2023-12-15
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4006 19/20 2013-01-15 2023-11-15
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4464 19/20 2013-01-15 2023-12-15
PAR / Light mean_PAR_NASA_VIIRS_monthly_01dy 4280 19/20 2013-01-15 2022-07-15
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2121 9/20 2013-01-15 2022-12-15
Geospatial lat 4548 20/20 2013-01-15 2023-12-15
Geospatial lon 4548 20/20 2013-01-15 2023-12-15
Metadata basin 4548 20/20 2013-01-15 2023-12-15
Metadata loc1 4548 20/20 2013-01-15 2023-12-15
Metadata loc1.2 4548 20/20 2013-01-15 2023-12-15

4.3 Environmental data stats

Environmental Stats by Site
location
date coverage
SST
Salinity
Chlorophyll-a
PAR
Phytoplankton size
basin loc1 loc2 loc1.2 startDate endDate n_SST mean_SST sd_SST se_SST n_SSS mean_SSS sd_SSS se_SSS n_CHL mean_CHL sd_CHL se_CHL n_PAR mean_PAR sd_PAR se_PAR n_PHYTO mean_PHYTO sd_PHYTO se_PHYTO
atlantic caribbean puertoRico caribbean.puertoRico 2017-01-15 2022-12-15 336 27.87634 1.0268031 0.0560167 242 36.32806 1.0818426 0.0695435 336 0.3200344 0.1049213 0.0057239 321 45.69313 6.601661 0.3684688 0
atlantic caribbean saintCroix caribbean.saintCroix 2014-01-15 2022-12-15 360 27.86278 1.0055094 0.0529950 360 35.68132 0.8992621 0.0473953 360 0.1672140 0.0377613 0.0019902 340 46.32382 6.746828 0.3658981 0
atlantic caribbean saintJohn caribbean.saintJohn 2017-01-15 2022-12-15 216 27.72059 1.0572820 0.0719389 0 216 0.2326055 0.0273086 0.0018581 201 46.97734 6.938433 0.4893993 0
atlantic caribbean saintThomas caribbean.saintThomas 2014-01-15 2022-12-15 252 27.76114 1.0286264 0.0647974 221 36.19788 0.9978143 0.0671203 252 0.2286902 0.0448547 0.0028256 237 45.45162 6.740469 0.4378405 0
atlantic florida dryTortugas florida.dryTortugas 2015-01-15 2021-12-15 84 26.74598 2.6320760 0.2871830 84 36.00599 0.6300694 0.0687462 0 0 0
atlantic florida keys florida.keys 2016-01-15 2023-12-15 192 27.38606 2.2468661 0.1621536 188 36.82608 0.9363907 0.0682933 192 0.2195421 0.0162424 0.0011722 158 44.22992 9.890582 0.7868525 0
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 2015-01-15 2022-12-15 96 25.71475 3.2534921 0.3320581 95 34.96236 1.4652931 0.1503359 96 0.2543008 0.0353510 0.0036080 91 39.41053 11.793893 1.2363360 0
pacific marianas guam marianas.guam 2014-01-15 2022-12-15 432 28.90835 0.7827113 0.0376582 430 33.76275 0.5464061 0.0263500 432 0.0552559 0.0086824 0.0004177 412 44.22213 5.910617 0.2911952 324 0.9394456 0.0758588 0.0042144
pacific marianas maug marianas.maug 2014-01-15 2022-12-15 396 28.36595 1.4315559 0.0719384 379 34.51032 0.5073542 0.0260610 396 0.0593293 0.0050413 0.0002533 376 44.76522 8.220151 0.4239219 396 0.9690120 0.0893924 0.0044921
pacific marianas pagan marianas.pagan 2014-01-15 2022-12-15 432 28.66478 1.1579106 0.0557100 432 34.35408 0.4504119 0.0216705 432 0.0646411 0.0164810 0.0007929 412 43.98135 7.200212 0.3547290 411 0.9308673 0.0764679 0.0037719
pacific marianas saipan marianas.saipan 2014-01-15 2022-12-15 396 28.80200 0.8831598 0.0443804 396 34.20247 0.3658608 0.0183852 396 0.0713085 0.0145905 0.0007332 376 45.35685 6.419172 0.3310435 323 1.3583190 0.4460578 0.0248193
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 2013-01-15 2019-12-15 252 26.06691 1.1263578 0.0709539 234 33.17818 1.3723052 0.0897104 252 0.0983016 0.0067546 0.0004255 252 42.88309 7.865416 0.4954746 84 1.2295639 0.0993023 0.0108348
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 2013-01-15 2019-12-15 252 25.70523 1.2537675 0.0789799 173 34.39870 1.3059469 0.0992893 252 0.1229885 0.0190210 0.0011982 252 43.40694 8.627460 0.5434789 216 1.6914481 0.4307741 0.0293105
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 2013-01-15 2019-12-15 84 23.95309 2.6147291 0.2852903 84 35.14682 0.3905892 0.0426168 84 0.0938650 0.0082375 0.0008988 84 40.64833 11.512870 1.2561571 84 2.7592708 0.2926859 0.0319347
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 2015-01-15 2018-12-15 96 27.71131 1.3301652 0.1357594 96 35.03745 0.3986195 0.0406839 96 0.2111132 0.0303573 0.0030983 96 49.39280 4.873096 0.4973583 0
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 2015-01-15 2018-12-15 144 28.68827 0.5872159 0.0489347 144 34.06319 0.4180630 0.0348386 144 0.1332477 0.0252595 0.0021050 144 41.16095 4.741580 0.3951316 139 1.6580869 0.2678883 0.0227220
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 2014-01-15 2017-12-15 144 27.93364 1.2859842 0.1071654 144 34.84642 0.3162820 0.0263568 144 0.0507492 0.0017582 0.0001465 144 44.57235 7.437176 0.6197647 144 1.0891304 0.3179418 0.0264951
pacific samoa ofu samoa.ofu 2015-01-15 2018-12-15 96 28.91033 0.7202139 0.0735065 96 34.16768 1.2659702 0.1292075 96 0.0669868 0.0071115 0.0007258 96 41.99870 6.639070 0.6775972 0
pacific samoa tau samoa.tau 2015-01-15 2018-12-15 96 28.87373 0.7372825 0.0752486 96 34.45503 0.8047850 0.0821380 96 0.0713949 0.0098823 0.0010086 96 41.30482 6.597556 0.6733603 0
pacific samoa tutuila samoa.tutuila 2015-01-15 2018-12-15 192 28.86557 0.7668384 0.0553418 112 33.47796 2.9346935 0.2773025 192 0.1038933 0.0136465 0.0009849 192 41.38357 6.316282 0.4558384 0

4.4 Environmental data by site

4.4.1 Boxplots

4.4.2 Time series

5 Spatial analysis of BAR data

5.1 Statistical model of BAR data by loc2 in loc1

5.1.1 ANOVA for deltaMass_mgcm2y

5.1.1.1 ANOVA table for deltaMass_mgcm2y

term df sumsq meansq statistic p.value
loc1 7 158725.6 22675.090 16.1785 <0.0001
loc1:loc2 12 59975.1 4997.925 3.5660 <0.0001
Residuals 388 543803.3 1401.555

5.1.1.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaMass_mgcm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -18.0162 7.0073 388 -2.5710 0.1698
caribbean - flowerGardenBanks 51.1504 11.6674 388 4.3841 4e-04
caribbean - marianas 2.0107 5.6935 388 0.3531 1
caribbean - middleHawaiianIslands 1.4470 7.1145 388 0.2034 1
caribbean - northwestHawaiianIslands -16.5578 9.8588 388 -1.6795 0.7006
caribbean - pacificRemoteIslandArea 38.3861 8.6612 388 4.4320 3e-04
caribbean - samoa -42.3368 8.3211 388 -5.0879 <0.0001
florida - flowerGardenBanks 69.1666 12.1065 388 5.7132 <0.0001
florida - marianas 20.0268 6.5465 388 3.0592 0.0484
florida - middleHawaiianIslands 19.4632 7.8139 388 2.4909 0.2024
florida - northwestHawaiianIslands 1.4584 10.3748 388 0.1406 1
florida - pacificRemoteIslandArea 56.4023 9.2443 388 6.1013 <0.0001
florida - samoa -24.3206 8.9264 388 -2.7246 0.1183
flowerGardenBanks - marianas -49.1397 11.3965 388 -4.3118 5e-04
flowerGardenBanks - middleHawaiianIslands -49.7034 12.1689 388 -4.0845 0.0014
flowerGardenBanks - northwestHawaiianIslands -67.7081 13.9521 388 -4.8529 <0.0001
flowerGardenBanks - pacificRemoteIslandArea -12.7642 13.1332 388 -0.9719 0.9781
flowerGardenBanks - samoa -93.4872 12.9114 388 -7.2406 <0.0001
marianas - middleHawaiianIslands -0.5637 6.6610 388 -0.0846 1
marianas - northwestHawaiianIslands -18.5684 9.5367 388 -1.9470 0.5193
marianas - pacificRemoteIslandArea 36.3755 8.2927 388 4.3864 4e-04
marianas - samoa -44.3475 7.9369 388 -5.5875 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -18.0048 10.4474 388 -1.7234 0.672
middleHawaiianIslands - pacificRemoteIslandArea 36.9392 9.3257 388 3.9610 0.0022
middleHawaiianIslands - samoa -43.7838 9.0108 388 -4.8591 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea 54.9439 11.5563 388 4.7544 <0.0001
northwestHawaiianIslands - samoa -25.7791 11.3037 388 -2.2806 0.307
pacificRemoteIslandArea - samoa -80.7230 10.2759 388 -7.8556 <0.0001

5.1.1.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaMass_mgcm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -4.3006 9.2028 388 -0.4673 0.9662
caribbean puertoRico - saintJohn 15.5759 13.3317 388 1.1683 0.6472
caribbean puertoRico - saintThomas 19.5221 12.9903 388 1.5028 0.4368
caribbean saintCroix - saintJohn 19.8764 11.8554 388 1.6766 0.3375
caribbean saintCroix - saintThomas 23.8227 11.4703 388 2.0769 0.1625
caribbean saintJohn - saintThomas 3.9463 14.9869 388 0.2633 0.9936
florida dryTortugas - keys -27.3445 10.9127 388 -2.5058 0.0126
flowerGardenBanks (nothing)
marianas guam - maug 1.6223 10.2284 388 0.1586 0.9986
marianas guam - pagan -15.4165 10.5138 388 -1.4663 0.4589
marianas guam - saipan 31.6008 11.2995 388 2.7967 0.0277
marianas maug - pagan -17.0389 9.0376 388 -1.8853 0.236
marianas maug - saipan 29.9784 9.9407 388 3.0157 0.0145
marianas pagan - saipan 47.0173 10.2340 388 4.5942 <0.0001
middleHawaiianIslands hawaii - oahu 7.4447 11.1865 388 0.6655 0.5061
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra 2.3805 19.0002 388 0.1253 0.9914
pacificRemoteIslandArea jarvis - wake 33.9402 19.3326 388 1.7556 0.1861
pacificRemoteIslandArea palmyra - wake 31.5597 16.3576 388 1.9294 0.1318
samoa ofu - tau -35.1866 19.3757 388 -1.8160 0.1657
samoa ofu - tutuila -9.2327 16.5526 388 -0.5578 0.8425
samoa tau - tutuila 25.9539 15.7785 388 1.6449 0.2281

5.1.2 ANOVA for deltaVolume_mm3cm2y

5.1.2.1 ANOVA table for deltaVolume_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 82559.51 11794.2151 13.4457 <0.0001
loc1:loc2 10 29363.60 2936.3598 3.3475 4e-04
Residuals 349 306132.71 877.1711

5.1.2.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaVolume_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida 0.2035 6.2624 349 0.0325 1
caribbean - flowerGardenBanks 49.0624 9.6790 349 5.0690 <0.0001
caribbean - marianas 12.2944 5.3694 349 2.2897 0.3022
caribbean - middleHawaiianIslands 7.1989 6.3376 349 1.1359 0.9485
caribbean - northwestHawaiianIslands -6.4006 8.3257 349 -0.7688 0.9946
caribbean - pacificRemoteIslandArea 34.4223 8.5186 349 4.0409 0.0017
caribbean - samoa -28.3802 7.3186 349 -3.8778 0.0031
florida - flowerGardenBanks 48.8589 9.5776 349 5.1014 <0.0001
florida - marianas 12.0909 5.1843 349 2.3322 0.2791
florida - middleHawaiianIslands 6.9954 6.1816 349 1.1316 0.9495
florida - northwestHawaiianIslands -6.6042 8.2076 349 -0.8046 0.9928
florida - pacificRemoteIslandArea 34.2188 8.4032 349 4.0721 0.0015
florida - samoa -28.5837 7.1839 349 -3.9788 0.0021
flowerGardenBanks - marianas -36.7680 9.0190 349 -4.0767 0.0014
flowerGardenBanks - middleHawaiianIslands -41.8635 9.6269 349 -4.3486 5e-04
flowerGardenBanks - northwestHawaiianIslands -55.4631 11.0376 349 -5.0249 <0.0001
flowerGardenBanks - pacificRemoteIslandArea -14.6402 11.1838 349 -1.3090 0.8951
flowerGardenBanks - samoa -77.4426 10.2992 349 -7.5193 <0.0001
marianas - middleHawaiianIslands -5.0955 5.2749 349 -0.9660 0.9788
marianas - northwestHawaiianIslands -18.6951 7.5483 349 -2.4767 0.2089
marianas - pacificRemoteIslandArea 22.1278 7.7605 349 2.8514 0.0861
marianas - samoa -40.6746 6.4203 349 -6.3353 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -13.5996 8.2651 349 -1.6454 0.7222
middleHawaiianIslands - pacificRemoteIslandArea 27.2233 8.4593 349 3.2181 0.0303
middleHawaiianIslands - samoa -35.5791 7.2496 349 -4.9078 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea 40.8229 10.0355 349 4.0678 0.0015
northwestHawaiianIslands - samoa -21.9796 9.0393 349 -2.4316 0.2295
pacificRemoteIslandArea - samoa -62.8025 9.2172 349 -6.8136 <0.0001

5.1.2.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaVolume_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 6.6596 9.0742 349 0.7339 0.4635
florida dryTortugas - keys -16.9935 8.6331 349 -1.9684 0.0498
flowerGardenBanks (nothing)
marianas guam - maug 4.2533 8.0918 349 0.5256 0.9529
marianas guam - pagan -11.9748 8.3705 349 -1.4306 0.4811
marianas guam - saipan 25.0908 8.9391 349 2.8069 0.027
marianas maug - pagan -16.2281 7.2113 349 -2.2504 0.112
marianas maug - saipan 20.8376 7.8642 349 2.6497 0.0417
marianas pagan - saipan 37.0656 8.1507 349 4.5475 <0.0001
middleHawaiianIslands hawaii - oahu 4.5001 8.8498 349 0.5085 0.6114
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -7.1764 19.4963 349 -0.3681 0.9281
pacificRemoteIslandArea jarvis - wake 10.8203 19.4963 349 0.5550 0.844
pacificRemoteIslandArea palmyra - wake 17.9967 13.2452 349 1.3587 0.3638
samoa ofu - tau -29.9103 15.8310 349 -1.8893 0.1433
samoa ofu - tutuila 1.1479 13.0949 349 0.0877 0.9958
samoa tau - tutuila 31.0581 13.0949 349 2.3718 0.0478

5.1.3 ANOVA for deltaDensity_mgcm3cm2y

5.1.3.1 ANOVA table for deltaDensity_mgcm3cm2y

term df sumsq meansq statistic p.value
loc1 7 76.5124 10.9303 11.8897 <0.0001
loc1:loc2 9 11.6094 1.2899 1.4031 0.1862
Residuals 287 263.8432 0.9193

5.1.3.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaDensity_mgcm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida 0.1381 0.2036 287 0.6783 0.9975
caribbean - flowerGardenBanks -0.6169 0.3139 287 -1.9653 0.5073
caribbean - marianas -0.2333 0.1978 287 -1.1793 0.9373
caribbean - middleHawaiianIslands -0.0987 0.2060 287 -0.4788 0.9997
caribbean - northwestHawaiianIslands 0.0474 0.2702 287 0.1756 1
caribbean - pacificRemoteIslandArea 0.5720 0.3486 287 1.6408 0.7251
caribbean - samoa 1.4013 0.2377 287 5.8956 <0.0001
florida - flowerGardenBanks -0.7551 0.3101 287 -2.4352 0.2285
florida - marianas -0.3714 0.1916 287 -1.9381 0.5259
florida - middleHawaiianIslands -0.2368 0.2001 287 -1.1832 0.9362
florida - northwestHawaiianIslands -0.0907 0.2657 287 -0.3412 1
florida - pacificRemoteIslandArea 0.4339 0.3451 287 1.2571 0.9136
florida - samoa 1.2632 0.2326 287 5.4315 <0.0001
flowerGardenBanks - marianas 0.3837 0.3063 287 1.2527 0.9151
flowerGardenBanks - middleHawaiianIslands 0.5183 0.3117 287 1.6630 0.7111
flowerGardenBanks - northwestHawaiianIslands 0.6644 0.3573 287 1.8593 0.58
flowerGardenBanks - pacificRemoteIslandArea 1.1889 0.4198 287 2.8324 0.0912
flowerGardenBanks - samoa 2.0182 0.3334 287 6.0531 <0.0001
marianas - middleHawaiianIslands 0.1346 0.1942 287 0.6931 0.9971
marianas - northwestHawaiianIslands 0.2807 0.2613 287 1.0744 0.9616
marianas - pacificRemoteIslandArea 0.8053 0.3417 287 2.3564 0.2672
marianas - samoa 1.6346 0.2275 287 7.1852 <0.0001
middleHawaiianIslands - northwestHawaiianIslands 0.1461 0.2676 287 0.5460 0.9994
middleHawaiianIslands - pacificRemoteIslandArea 0.6707 0.3466 287 1.9351 0.5279
middleHawaiianIslands - samoa 1.5000 0.2347 287 6.3912 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea 0.5245 0.3882 287 1.3514 0.8781
northwestHawaiianIslands - samoa 1.3539 0.2926 287 4.6265 2e-04
pacificRemoteIslandArea - samoa 0.8293 0.3663 287 2.2642 0.3172

5.1.3.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaDensity_mgcm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 0.1148 0.2962 287 0.3874 0.6987
florida dryTortugas - keys -0.7059 0.2795 287 -2.5256 0.0121
flowerGardenBanks (nothing)
marianas guam - maug 0.4615 0.3257 287 1.4171 0.4897
marianas guam - pagan 0.4494 0.3533 287 1.2721 0.5814
marianas guam - saipan -0.0432 0.4308 287 -0.1002 0.9996
marianas maug - pagan -0.0122 0.2991 287 -0.0406 1.0000
marianas maug - saipan -0.5047 0.3877 287 -1.3020 0.5624
marianas pagan - saipan -0.4926 0.4111 287 -1.1982 0.6285
middleHawaiianIslands hawaii - oahu 0.1220 0.2865 287 0.4259 0.6705
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -0.3790 0.6312 287 -0.6005 0.5487
samoa ofu - tau -0.5769 0.5125 287 -1.1257 0.4990
samoa ofu - tutuila 0.0215 0.4239 287 0.0507 0.9986
samoa tau - tutuila 0.5984 0.4239 287 1.4116 0.3363

5.1.4 ANOVA for macroboring_mm3cm2y

5.1.4.1 ANOVA table for macroboring_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 1082.1651 154.5950 10.5022 <0.0001
loc1:loc2 12 542.8283 45.2357 3.0730 4e-04
Residuals 386 5682.0376 14.7203

5.1.4.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): macroboring_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -0.7500 0.7181 386 -1.0444 0.9673
caribbean - flowerGardenBanks -4.5398 1.2942 386 -3.5077 0.0118
caribbean - marianas -3.8111 0.5835 386 -6.5316 <0.0001
caribbean - middleHawaiianIslands -0.1559 0.7291 386 -0.2138 1
caribbean - northwestHawaiianIslands -4.6071 1.0104 386 -4.5598 2e-04
caribbean - pacificRemoteIslandArea -4.2769 0.8876 386 -4.8183 <0.0001
caribbean - samoa -1.4260 0.8528 386 -1.6722 0.7053
florida - flowerGardenBanks -3.7898 1.3359 386 -2.8368 0.0891
florida - marianas -3.0611 0.6709 386 -4.5627 2e-04
florida - middleHawaiianIslands 0.5941 0.8008 386 0.7420 0.9956
florida - northwestHawaiianIslands -3.8571 1.0632 386 -3.6277 0.0077
florida - pacificRemoteIslandArea -3.5269 0.9474 386 -3.7228 0.0055
florida - samoa -0.6760 0.9148 386 -0.7389 0.9957
flowerGardenBanks - marianas 0.7286 1.2686 386 0.5743 0.9991
flowerGardenBanks - middleHawaiianIslands 4.3839 1.3419 386 3.2670 0.0259
flowerGardenBanks - northwestHawaiianIslands -0.0673 1.5132 386 -0.0445 1
flowerGardenBanks - pacificRemoteIslandArea 0.2629 1.4342 386 0.1833 1
flowerGardenBanks - samoa 3.1138 1.4129 386 2.2039 0.3517
marianas - middleHawaiianIslands 3.6553 0.6826 386 5.3546 <0.0001
marianas - northwestHawaiianIslands -0.7959 0.9774 386 -0.8144 0.9923
marianas - pacificRemoteIslandArea -0.4657 0.8499 386 -0.5480 0.9994
marianas - samoa 2.3852 0.8134 386 2.9324 0.0691
middleHawaiianIslands - northwestHawaiianIslands -4.4512 1.0707 386 -4.1574 0.001
middleHawaiianIslands - pacificRemoteIslandArea -4.1210 0.9557 386 -4.3119 5e-04
middleHawaiianIslands - samoa -1.2701 0.9235 386 -1.3754 0.868
northwestHawaiianIslands - pacificRemoteIslandArea 0.3302 1.1843 386 0.2788 1
northwestHawaiianIslands - samoa 3.1811 1.1584 386 2.7460 0.1122
pacificRemoteIslandArea - samoa 2.8509 1.0531 386 2.7071 0.1235

5.1.4.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: macroboring_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -2.5254 0.9431 386 -2.6776 0.0386
caribbean puertoRico - saintJohn 0.7791 1.3663 386 0.5702 0.9409
caribbean puertoRico - saintThomas -2.2789 1.3313 386 -1.7118 0.3189
caribbean saintCroix - saintJohn 3.3044 1.2150 386 2.7197 0.0343
caribbean saintCroix - saintThomas 0.2465 1.1755 386 0.2097 0.9967
caribbean saintJohn - saintThomas -3.0579 1.5359 386 -1.9910 0.1931
florida dryTortugas - keys -4.0477 1.1184 386 -3.6193 0.0003
flowerGardenBanks (nothing)
marianas guam - maug -0.5997 1.0482 386 -0.5721 0.9404
marianas guam - pagan 1.4682 1.0775 386 1.3627 0.5236
marianas guam - saipan -0.6715 1.1580 386 -0.5799 0.9381
marianas maug - pagan 2.0679 0.9262 386 2.2327 0.1163
marianas maug - saipan -0.0718 1.0188 386 -0.0705 0.9999
marianas pagan - saipan -2.1398 1.0488 386 -2.0402 0.1751
middleHawaiianIslands hawaii - oahu -1.1644 1.1464 386 -1.0157 0.3104
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -1.6527 1.9472 386 -0.8487 0.6729
pacificRemoteIslandArea jarvis - wake -1.2736 1.9813 386 -0.6428 0.7965
pacificRemoteIslandArea palmyra - wake 0.3790 1.6764 386 0.2261 0.9722
samoa ofu - tau -3.2705 1.9857 386 -1.6471 0.2273
samoa ofu - tutuila -2.7715 1.6964 386 -1.6338 0.2327
samoa tau - tutuila 0.4990 1.6170 386 0.3086 0.9489

5.1.5 ANOVA for accretion_mm3cm2y

5.1.5.1 ANOVA table for accretion_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 12154.087 1736.2982 11.9102 <0.0001
loc1:loc2 12 4122.303 343.5252 2.3564 0.0062
Residuals 388 56563.421 145.7820

5.1.5.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): accretion_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -6.1660 2.2600 388 -2.7284 0.1172
caribbean - flowerGardenBanks 1.5639 3.7629 388 0.4156 0.9999
caribbean - marianas -4.5345 1.8362 388 -2.4695 0.2118
caribbean - middleHawaiianIslands -2.1957 2.2945 388 -0.9569 0.98
caribbean - northwestHawaiianIslands 3.5439 3.1796 388 1.1146 0.9534
caribbean - pacificRemoteIslandArea -0.5840 2.7933 388 -0.2091 1
caribbean - samoa -20.7421 2.6837 388 -7.7290 <0.0001
florida - flowerGardenBanks 7.7299 3.9045 388 1.9797 0.497
florida - marianas 1.6316 2.1113 388 0.7728 0.9944
florida - middleHawaiianIslands 3.9703 2.5201 388 1.5755 0.7648
florida - northwestHawaiianIslands 9.7099 3.3460 388 2.9019 0.075
florida - pacificRemoteIslandArea 5.5820 2.9814 388 1.8723 0.5709
florida - samoa -14.5760 2.8789 388 -5.0631 <0.0001
flowerGardenBanks - marianas -6.0983 3.6755 388 -1.6592 0.7136
flowerGardenBanks - middleHawaiianIslands -3.7596 3.9246 388 -0.9579 0.9798
flowerGardenBanks - northwestHawaiianIslands 1.9800 4.4997 388 0.4400 0.9999
flowerGardenBanks - pacificRemoteIslandArea -2.1479 4.2356 388 -0.5071 0.9996
flowerGardenBanks - samoa -22.3059 4.1641 388 -5.3567 <0.0001
marianas - middleHawaiianIslands 2.3388 2.1483 388 1.0887 0.9589
marianas - northwestHawaiianIslands 8.0783 3.0757 388 2.6265 0.1496
marianas - pacificRemoteIslandArea 3.9505 2.6745 388 1.4771 0.8193
marianas - samoa -16.2076 2.5597 388 -6.3317 <0.0001
middleHawaiianIslands - northwestHawaiianIslands 5.7396 3.3694 388 1.7034 0.6851
middleHawaiianIslands - pacificRemoteIslandArea 1.6117 3.0077 388 0.5359 0.9995
middleHawaiianIslands - samoa -18.5464 2.9061 388 -6.3819 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea -4.1279 3.7271 388 -1.1075 0.955
northwestHawaiianIslands - samoa -24.2859 3.6456 388 -6.6617 <0.0001
pacificRemoteIslandArea - samoa -20.1581 3.3141 388 -6.0825 <0.0001

5.1.5.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: accretion_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -2.5828 2.9680 388 -0.8702 0.8203
caribbean puertoRico - saintJohn 1.3021 4.2996 388 0.3028 0.9903
caribbean puertoRico - saintThomas 3.2877 4.1896 388 0.7847 0.8614
caribbean saintCroix - saintJohn 3.8849 3.8235 388 1.0160 0.7402
caribbean saintCroix - saintThomas 5.8705 3.6993 388 1.5869 0.3873
caribbean saintJohn - saintThomas 1.9856 4.8335 388 0.4108 0.9766
florida dryTortugas - keys -12.7262 3.5195 388 -3.6159 0.0003
flowerGardenBanks (nothing)
marianas guam - maug 4.9639 3.2988 388 1.5048 0.4356
marianas guam - pagan 0.7155 3.3908 388 0.2110 0.9967
marianas guam - saipan 7.6561 3.6442 388 2.1009 0.1546
marianas maug - pagan -4.2483 2.9147 388 -1.4575 0.4643
marianas maug - saipan 2.6922 3.2060 388 0.8397 0.8355
marianas pagan - saipan 6.9405 3.3006 388 2.1028 0.1540
middleHawaiianIslands hawaii - oahu -2.9110 3.6078 388 -0.8069 0.4202
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -5.2770 6.1278 388 -0.8612 0.6651
pacificRemoteIslandArea jarvis - wake -3.2732 6.2350 388 -0.5250 0.8592
pacificRemoteIslandArea palmyra - wake 2.0038 5.2755 388 0.3798 0.9236
samoa ofu - tau -10.8260 6.2489 388 -1.7325 0.1944
samoa ofu - tutuila -1.9396 5.3384 388 -0.3633 0.9298
samoa tau - tutuila 8.8864 5.0888 388 1.7463 0.1894

5.1.6 ANOVA for grazing_mm3cm2y

5.1.6.1 ANOVA table for grazing_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 53397.26 7628.180 15.0904 <0.0001
loc1:loc2 10 19067.38 1906.738 3.7720 <0.0001
Residuals 347 175408.50 505.500

5.1.6.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): grazing_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida 5.3726 4.7540 347 1.1301 0.9499
caribbean - flowerGardenBanks 45.3776 7.9002 347 5.7439 <0.0001
caribbean - marianas 18.9661 4.0761 347 4.6530 1e-04
caribbean - middleHawaiianIslands 7.8035 4.8111 347 1.6220 0.7368
caribbean - northwestHawaiianIslands -7.0844 6.3203 347 -1.1209 0.952
caribbean - pacificRemoteIslandArea 36.3983 6.4667 347 5.6285 <0.0001
caribbean - samoa -6.6333 5.5558 347 -1.1939 0.9333
florida - flowerGardenBanks 40.0050 7.8286 347 5.1101 <0.0001
florida - marianas 13.5935 3.9356 347 3.4540 0.0142
florida - middleHawaiianIslands 2.4309 4.6927 347 0.5180 0.9996
florida - northwestHawaiianIslands -12.4570 6.2307 347 -1.9993 0.4838
florida - pacificRemoteIslandArea 31.0257 6.3791 347 4.8636 <0.0001
florida - samoa -12.0059 5.4536 347 -2.2015 0.3534
flowerGardenBanks - marianas -26.4115 7.4365 347 -3.5516 0.0102
flowerGardenBanks - middleHawaiianIslands -37.5741 7.8634 347 -4.7783 <0.0001
flowerGardenBanks - northwestHawaiianIslands -52.4619 8.8675 347 -5.9162 <0.0001
flowerGardenBanks - pacificRemoteIslandArea -8.9792 8.9725 347 -1.0008 0.9741
flowerGardenBanks - samoa -52.0108 8.3399 347 -6.2364 <0.0001
marianas - middleHawaiianIslands -11.1626 4.0043 347 -2.7876 0.1015
marianas - northwestHawaiianIslands -26.0505 5.7301 347 -4.5462 2e-04
marianas - pacificRemoteIslandArea 17.4322 5.8912 347 2.9590 0.0645
marianas - samoa -25.5994 4.8739 347 -5.2523 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -14.8879 6.2743 347 -2.3728 0.2581
middleHawaiianIslands - pacificRemoteIslandArea 28.5948 6.4218 347 4.4528 3e-04
middleHawaiianIslands - samoa -14.4368 5.5034 347 -2.6233 0.1511
northwestHawaiianIslands - pacificRemoteIslandArea 43.4827 7.6183 347 5.7076 <0.0001
northwestHawaiianIslands - samoa 0.4511 6.8620 347 0.0657 1
pacificRemoteIslandArea - samoa -43.0316 6.9971 347 -6.1499 <0.0001

5.1.6.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: grazing_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 12.3729 6.8886 347 1.7962 0.0733
florida dryTortugas - keys -0.2196 6.5537 347 -0.0335 0.9733
flowerGardenBanks (nothing)
marianas guam - maug -0.1109 6.1428 347 -0.0181 1
marianas guam - pagan -13.8666 6.3544 347 -2.1822 0.1302
marianas guam - saipan 18.1063 6.7860 347 2.6682 0.0397
marianas maug - pagan -13.7557 5.4744 347 -2.5128 0.0597
marianas maug - saipan 18.2172 5.9700 347 3.0515 0.013
marianas pagan - saipan 31.9729 6.1875 347 5.1674 <0.0001
middleHawaiianIslands hawaii - oahu 8.5756 6.7182 347 1.2765 0.2026
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra 4.0168 14.8003 347 0.2714 0.9602
pacificRemoteIslandArea jarvis - wake 19.2058 14.8003 347 1.2977 0.3974
pacificRemoteIslandArea palmyra - wake 15.1889 10.0548 347 1.5106 0.2872
samoa ofu - tau -11.8362 12.0178 347 -0.9849 0.5869
samoa ofu - tutuila 5.8590 9.9408 347 0.5894 0.8259
samoa tau - tutuila 17.6951 9.9408 347 1.7801 0.1778

5.2 Plots of BAR data by loc2

5.2.1 Plot deltaVolume_mm3cm2y


5.2.2 Plot deltaDensity_mgcm3cm2y


5.2.3 Plot macroboring_mm3cm2y


5.2.4 Plot grazing_mm3cm2y


5.2.5 Plot accretion_mm3cm2y


5.3 Vertical dotplots for map by loc1 and loc2

6 Exploration of grazing as a driver

6.1 BAR data vs. Grazing

6.1.1 MASS change vs Grazing

6.1.2 VOLUME change vs Grazing

6.1.3 DENSITY change vs Grazing

6.1.4 MACROBORING vs Grazing

6.1.5 ACCRETION vs Grazing

7 Exploration of parrotfish as a driver

7.1 Parrotfish Loc2 as driver

7.2 Parrotfish Loc3 as driver of Loc3 averages

8 Exploration of environmental data as a driver

8.1 Satellite environmental data

8.2 Aragonite saturation state as a driver

8.2.1 AragSatState by loc2

8.2.2 AragSatState by loc3

9 Multivariate analysis

## [1] 0.1328718

Stress = 0.1328718

10 Human pressure/proximity analysis

10.1 Calculate human pressure statistics

Distance to coastline, port, city, or nearest port/city

Population within a set radius Data from: https://search.earthdata.nasa.gov/search?q=CIESIN%20ESDIS

Display human pressure statistics table
Human pressure statistics by loc3
location
distance
population
loc3 latitude longitude basin dist_coast_km dist_port_km dist_city_km dist_human_access_km population_5km_2005 population_10km_2005 population_50km_2005 population_100km_2005
puertoRico-north 18.4823 -66.7212 atlantic 0.4528 2.2049 4.7875 2.2049 32125.5092 89699.7317 1006934.1268 3501549.6475
puertoRico-south 17.9105 -66.2316 atlantic 3.1541 40.5643 41.9377 40.5643 1262.4087 22720.7850 1231073.4198 3390075.6168
puertoRico-west 18.3443 -67.2692 atlantic 0.6183 15.1529 20.9596 15.1529 10448.1150 37815.1842 636276.7822 1465893.5192
saintCroix-east 17.8281 -64.4671 atlantic 12.4647 74.2925 31.1710 31.1710 0.0000 0.0000 49178.2971 139488.6493
saintCroix-north 17.7853 -64.7595 atlantic 0.1380 63.3690 4.0150 4.0150 9369.2126 29593.6079 49178.6871 150644.6981
saintCroix-south 17.7012 -64.6479 atlantic 2.4142 76.1663 12.1132 12.1132 1894.7723 12063.4927 49178.2971 150556.0095
saintCroix-west 17.7338 -64.8964 atlantic 0.9806 66.6167 15.6143 15.6143 5643.1254 17797.8222 49178.2971 164548.9777
dryTortugas-west 24.6112 -82.8704 atlantic 73.2976 178.8298 110.1604 110.1604 17.8305 17.8305 17.8305 58.8405
keys-uko1 24.9025 -80.5310 atlantic 7.1560 103.6857 63.1422 63.1422 0.0000 2648.0118 18345.3416 1303156.6254
keys-uko3 24.8827 -80.5609 atlantic 7.7266 106.8284 65.6552 65.6552 0.0000 2016.8084 19204.8192 1084990.9607
flowerGardenBanks-east 27.9074 -93.5992 atlantic 192.7863 195.6377 194.1644 194.1644 0.0000 0.0000 0.0000 0.0000
guam-east 13.4752 144.8648 pacific 0.5333 216.0539 12.4307 12.4307 16458.4615 115256.7379 180374.9993 182958.0276
guam-east 13.4752 144.8649 pacific 0.5324 216.0476 12.4363 12.4363 16458.4615 115256.7379 180374.9993 182958.0276
guam-north 13.6033 144.9237 pacific 0.0552 200.4536 23.9199 23.9199 3503.8694 42970.9357 180363.2034 182958.0276
guam-south 13.2413 144.7044 pacific 0.0050 247.0468 25.9102 25.9102 1543.6966 3897.0895 180374.9993 180374.9993
guam-south 13.2421 144.7045 pacific 0.0877 246.9607 25.8176 25.8176 1675.6335 4027.4201 180374.9993 180374.9993
guam-west 13.5289 144.8004 pacific 0.4222 213.8567 8.5188 8.5188 43282.3581 127757.9697 180374.9993 182958.0276
guam-west 13.5290 144.8004 pacific 0.4191 213.8557 8.5191 8.5191 43282.3581 128131.6122 180374.9993 182958.0276
maug-east 20.0203 145.2397 pacific 0.5849 535.6990 537.4770 535.6990 0.0000 0.0000 0.0000 0.0000
maug-east 20.0204 145.2398 pacific 0.5941 535.7050 537.4830 535.7050 0.0000 0.0000 0.0000 0.0000
maug-north 20.0357 145.2247 pacific 0.3439 537.5544 539.3364 537.5544 0.0000 0.0000 0.0000 0.0000
maug-north 20.0357 145.2247 pacific 0.3477 537.5583 539.3403 537.5583 0.0000 0.0000 0.0000 0.0000
maug-south 20.0140 145.2275 pacific 0.7775 535.1257 536.9076 535.1257 0.0000 0.0000 0.0000 0.0000
maug-west 20.0131 145.2081 pacific 2.5253 535.2412 537.0287 535.2412 0.0000 0.0000 0.0000 0.0000
maug-west 20.0132 145.2081 pacific 2.5243 535.2443 537.0319 535.2443 0.0000 0.0000 0.0000 0.0000
pagan-east 18.0961 145.7649 pacific 2.1843 319.1744 320.7833 319.1744 0.0000 0.0000 0.0000 0.0000
pagan-north 18.1678 145.7949 pacific 0.7336 327.1989 328.7916 327.1989 0.0000 0.0000 0.0000 0.0000
pagan-north 18.1679 145.7949 pacific 0.7289 327.2036 328.7963 327.2036 0.0000 0.0000 0.0000 0.0000
pagan-south 18.0456 145.7062 pacific 1.6974 313.5603 315.2020 313.5603 0.0000 0.0000 0.0000 0.0000
pagan-south 18.0456 145.7062 pacific 1.6941 313.5637 315.2054 313.5637 0.0000 0.0000 0.0000 0.0000
pagan-west 18.1201 145.7547 pacific 0.3291 321.8343 323.4489 321.8343 0.0000 0.0000 0.0000 0.0000
pagan-west 18.1201 145.7547 pacific 0.3261 321.8395 323.4541 321.8395 0.0000 0.0000 0.0000 0.0000
saipan-east 15.2587 145.8157 pacific 0.3440 9.4021 8.7513 8.7513 1661.4802 7620.7097 53178.9814 53178.9814
saipan-east 15.2587 145.8157 pacific 0.3460 9.4008 8.7505 8.7505 1661.4802 7620.7097 53178.9814 53178.9814
saipan-northwest 15.2572 145.7667 pacific 0.2303 4.8799 5.3946 4.8799 3975.5045 20274.3834 53178.9814 53178.9814
saipan-south 15.0979 145.7434 pacific 0.1744 14.2599 12.6335 12.6335 6906.8541 33084.5755 53178.9814 53178.9814
saipan-south 15.0979 145.7434 pacific 0.1775 14.2569 12.6304 12.6304 6906.8541 33084.5755 53178.9814 53178.9814
saipan-west 15.1564 145.6898 pacific 0.2259 9.1167 8.9337 8.9337 23871.8189 44739.5081 53178.9814 53178.9814
saipan-west 15.1564 145.6897 pacific 0.2338 9.1146 8.9339 8.9339 23871.8189 44739.5081 53178.9814 53178.9814
hawaii-north 20.2492 -155.8909 pacific 0.8332 103.3125 68.6915 68.6915 353.5559 4432.8898 34227.9107 252162.5464
hawaii-north 20.2682 -155.8604 pacific 0.5589 101.8937 71.3135 71.3135 1717.7290 5675.6970 34769.2710 260943.6279
hawaii-north 20.2682 -155.8604 pacific 0.5616 101.8925 71.3169 71.3169 1717.7290 5675.6970 34766.1832 260943.6279
hawaii-west 19.2443 -155.9003 pacific 0.0618 102.7475 44.7423 44.7423 482.5357 1578.6934 55158.9708 160423.3088
hawaii-west 19.2444 -155.9003 pacific 0.0631 102.7443 44.7358 44.7358 482.5357 1578.6934 55158.9708 160424.5612
oahu-east 21.4797 -157.7830 pacific 2.9862 21.1336 21.0934 21.0934 3653.2087 82360.9831 1006900.6897 1014230.3045
oahu-east 21.4797 -157.7830 pacific 2.9892 21.1342 21.0943 21.0943 3653.2087 82360.9831 1006900.6897 1014230.3045
oahu-north 21.5909 -158.1747 pacific 0.5327 44.1567 18.4253 18.4253 3394.7903 10822.3555 857408.3451 1006908.6371
oahu-south 21.2884 -157.8654 pacific 0.2780 2.4978 1.8262 1.8262 186392.6575 367667.7396 1006884.9168 1014222.9209
oahu-south 21.2884 -157.8653 pacific 0.2727 2.4947 1.8209 1.8209 186392.6575 367667.7396 1006884.9168 1014222.9209
oahu-west 21.5341 -158.2344 pacific 0.3392 44.9182 22.0736 22.0736 281.1310 13926.5492 791421.8300 1006908.6371
oahu-west 21.5341 -158.2344 pacific 0.3382 44.9225 22.0763 22.0763 281.1310 13926.5492 791421.8300 1006908.6371
pearlHermes-south 27.7824 -175.8820 pacific 148.9472 1786.9732 1784.4458 1784.4458 0.0000 0.0000 0.0000 0.0000
pearlHermes-south 27.7824 -175.8820 pacific 148.9422 1786.9781 1784.4508 1784.4508 0.0000 0.0000 0.0000 0.0000
pearlHermes-west 27.7930 -175.9975 pacific 137.8284 1798.1659 1795.6405 1795.6405 0.0000 0.0000 0.0000 0.0000
pearlHermes-west 27.7932 -175.9972 pacific 137.8463 1798.1471 1795.6218 1795.6218 0.0000 0.0000 0.0000 0.0000
jarvis-west -0.3690 -160.0081 pacific 0.4019 1941.8630 1655.5765 1655.5765 0.0000 0.0000 0.0000 0.0000
palmyra-east 5.8638 -162.0306 pacific 3.5324 1716.1266 1665.2395 1665.2395 0.0000 0.0000 0.0000 0.0000
palmyra-north 5.8973 -162.0782 pacific 0.7948 1715.0234 1663.8248 1663.8248 0.0000 0.0000 0.0000 0.0000
palmyra-west 5.8832 -162.1332 pacific 3.3270 1719.0747 1667.6352 1667.6352 0.0000 0.0000 0.0000 0.0000
wake-north 19.3160 166.6272 pacific 1.3926 2262.8449 1451.8180 1451.8180 0.0000 0.0000 0.0000 0.0000
wake-south 19.2807 166.6278 pacific 0.1135 2262.3380 1448.1336 1448.1336 0.0000 0.0000 0.0000 0.0000
wake-west 19.3163 166.5982 pacific 4.0085 2259.8407 1452.9511 1452.9511 0.0000 0.0000 0.0000 0.0000
ofu-north -14.1578 -169.6744 pacific 1.4235 110.0087 112.0437 110.0087 94.5409 250.6376 1092.6667 5983.4973
ofu-south -14.1733 -169.6419 pacific 0.1076 113.3033 115.3372 113.3033 249.9128 250.6376 1092.6667 1842.0556
tau-north -14.2124 -169.4407 pacific 2.0237 134.6007 136.6287 134.6007 278.4084 809.5039 1092.6667 1092.6667
tau-west -14.2576 -169.5007 pacific 0.5732 127.9582 129.9786 127.9582 636.1990 842.0291 1092.6667 1092.6667
tutuila-east -14.2852 -170.5640 pacific 1.6456 13.4096 15.3999 13.4096 5648.4712 8698.6475 54746.1169 56441.7820
tutuila-north -14.2448 -170.6524 pacific 0.8956 5.0353 6.8361 5.0353 6690.7845 21175.8085 54746.1169 62381.3898
tutuila-south -14.3635 -170.7630 pacific 0.1262 12.8108 11.4121 11.4121 21281.2636 35985.8507 54746.1169 66583.7416
tutuila-west -14.2946 -170.8120 pacific 1.2894 13.5622 11.5284 11.5284 2953.5677 26490.2097 54746.1169 74783.9287

10.2 Human pressure graphs

10.2.1 Human pressure by loc3

10.2.2 Human pressure all points

10.2.3 stats analysis

## 
## Call:
## lm(formula = acc_mean ~ omega_loc2 * basin, data = df2, weights = w_accretion)
## 
## Weighted Residuals:
##     Min      1Q  Median      3Q     Max 
## -28.406 -14.250  -2.159  13.014  41.520 
## 
## Coefficients:
##                         Estimate Std. Error t value Pr(>|t|)   
## (Intercept)               209.90      85.36   2.459  0.02570 * 
## omega_loc2                -52.90      22.80  -2.320  0.03387 * 
## basinpacific             -313.04      91.56  -3.419  0.00352 **
## omega_loc2:basinpacific    85.39      24.58   3.474  0.00313 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 21.62 on 16 degrees of freedom
## Multiple R-squared:  0.5407, Adjusted R-squared:  0.4545 
## F-statistic: 6.278 on 3 and 16 DF,  p-value: 0.005085

11 Abstract

The remarkable biodiversity of coral reef is a direct result of complex three-dimensional structures that provides shelter to its inhabitants. This calcium carbonate framework - created by corals - forms the foundation for fundamental goods and services, a natural infrastructure for coastal communities worldwide. Importantly, reef framework, the species that dependent on it and the services we rely on, are threatened by myriad stressors which contribute to the global decline of habitat forming species, all the while accelerating the rate at which habitat is eroded away. Survey-based approaches have been used at regional (REF) and global scales (REF), estimating trajectories that are largely negative and insufficient to keep pace with sea level rise (REF). To date, however, the persistence of reef carbonates has yet to be measured across global scales - a critical knowledge gap that has implications for the countless species that rely on coral reefs, including us.

12 Scratchpad

12.0.1 Identify and remove bars with NA’s (except those in density)

###Commented out calculate volume based on mass for missing grazing